Ebook pdf marketing research 5th edition by steve dalessandro

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(eBook PDF) Marketing Research, 5th Edition by Steve
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D'Alessandro

Barry J. Babin

Steve D’Alessandro

Hume Winzar

Ben Lowe

William Zikmund

GLOBAL EDITION MARKETING RESEARCH 5E Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202
c ontents Qualitative research strategies 67 Phenomenology 68 Ethnography 68 Netnography 69 Grounded theory 70 Case studies 70 Participatory action research 71 Techniques used in gathering qualitative data 7 2 Focus group interviews 7 2 Online focus groups 8 0 In-depth interviews 82 Projective techniques 8 3 Using social media for qualitative research 8 6 Analysing qualitative data 87 Deductive 87 Inductive 87 Coding versus analysis 87 Thematic analysis 8 8 Content analysis 89 Narrative analysis 9 0 Software development 91 Sentiment analysis 91 A warning about qualitative research 92 Summary 97 Revisiting ‘In focus’ 98 Questions for review and critical thinking 98 Ongoing project 9 9 MINI CASE 3.1 #AIRMAXDAY 100 MINI CASE 3.2 GETTING A GRIP: FOCUS GROUPS AND BEAUREPAIRES TYRES 100 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 101 CHAPTER 4 Secondary research and big data 103 Secondary data research 104 Advantages of secondary data 104 Disadvantages of secondary data 104 Typical objectives for secondary data research designs 106 Fact-finding 106 Model building 109 Data mining 114 Database marketing and customer relationship management 117 Sources of secondary data 120 Internal and proprietary data sources 121 External data: the distribution system 122 Single-source data-integrated information 128 Summary 129 Revisiting ‘In focus’ 130 Questions for review and critical thinking 130 Ongoing project 131 MINI CASE 4.1 ONLINE AND COMPUTER GAMES: CUSTOMER LIFETIME VALUE 132 MINI CASE 4.2 THE ELECTRIC CAR IN AUSTRALIA 132 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 133 CHAPTER 5 Survey research 135 The nature of surveys 136 Survey objectives: Type of information gathered 136 Errors in survey research 137 Random sampling error 138 Systematic error 138 Respondent error 138 Administrative error 145 Rule-of-thumb estimates for systematic error 146 What can be done to reduce survey error? 146 Classifying survey research methods 147 Structured and disguised questions 147 Temporal classification 148 Selecting the appropriate survey research design 150 Ethical issues in survey research 150 Different ways that marketing researchers conduct surveys 152 Using interviews to communicate with respondents 153 Personal interviews 153 Door-to-door interviews and shopping mall intercepts 157 Telephone interviews 158 Self-administered questionnaires 164 Mail questionnaires 164 Response rates 166 Self-administered online questionnaires 170 Email surveys 170 Internet surveys 171 Kiosk interactive surveys 174 Survey research that mixes modes 174 Summary 175 Revisiting ‘In focus’ 177 Questions for review and critical thinking 177 Ongoing project 179 MINI CASE 5.1 GOOGLE CONSUMER SURVEYS 179 MINI CASE 5.2 PEDAL POWER IN AUCKLAND 180 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 180 vii Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202
c ontents viii CHAPTER 6 Observation 18 3 What is observation? 18 4 Technological advances and observation 18 4 What can be observed? 18 4 The nature of observation studies 18 6 Observation of human behaviour 186 Complementary evidence 187 Direct observation 18 8 Contrived observation 19 0 Ethical issues in the observation of humans 19 0 Observation of physical objects 191 Artefacts 191 Inventories 192 Content analysis 193 Mechanical observation 19 4 Television monitoring 19 4 Monitoring website traffic 195 CTR and online advertising 197 Scanner-based research 197 Camera surveillance 19 8 Smartphones 199 Measuring physiological reactions 19 9 Summary 203 Revisiting ‘In focus’ 20 4 Questions for review and critical thinking 20 4 Ongoing project 205 MINI CASE 6.1 THE PEPSI/COKE CHALLENGE AND NEUROSCIENCE 206 MINI CASE 6.2 TWITTER METRICS 206 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 207 CHAPTER 7 Experimental research and test marketing 20 9 The nature of experiments 210 Step 1: Field and laboratory experiments 211 Step 2: Decide on the choice of independent and dependent variable(s) 213 Experimental and control groups 214 More than one independent variable 215 Selection and measurement of the dependent variable 215 Step 3: Select and assign test units 216 Sample selection and random sampling errors 216 Randomisation 216 Matching 216 Step 4: Address issues of validity in experiments 217 Constant experimental error 218 Internal validity 218 External validity 221 Student surrogates 221 Extraneous variables 22 2 Step 5: Select and implement an experimental design 22 2 Basic versus factorial experimental designs 22 2 Repeated measures 222 Ba sic experimental designs 22 3 Symbolism for diagramming experimental designs 22 3 Three examples of quasi-experimental designs 22 3 True experimental designs 225 Time series designs 227 Complex experimental designs 228 Completely randomised design 228 Randomised block design 229 Factorial designs 229 Step 6: Address ethical issues in experimentation 231 Test marketing: An application of field experiments 232 Step 1: Decide whether to test market or not 233 Step 2: Work out the functions of test marketing 23 4 Step 3: Decide on the type of test market 23 4 Step 4: Decide on the length of the test market 23 8 Step 5: Decide where to conduct the test market 23 8 Step 6: Estimating test market results 24 0 Projecting test market results 242 Summary 243 Revisiting ‘In focus’ 24 4 Questions for review and critical thinking 24 4 Ongoing project 24 6 MINI CASE 7.1 THE UK’s CHANNEL 4 TESTS ARTIFICIAL INTELLIGENCE–POWERED CONTEXTUAL ADS 246 MINI CASE 7.2 WHAT IS IT THAT BUGS US ABOUT BUGS SO MUCH? 247 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 247 CHAPTER 8 Measurement 249 The measurement process 250 Step 1: Determine what is to be measured 250 Concepts 251 Step 2: Determine how it is to be measured 252 Step 3: Apply a rule of measurement 253 Types of scales 253 Mathematical and statistical analysis of scales 255 Alternative perspectives on data types 25 6 Step 4: Determine if the measure consists of several measures 257 Computing scale values 257 Step 5: Determine the type of scale to be used 25 8 Normative vs ipsative scales 25 8 Attitudes as hypothetical constructs 259 Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202
c ontents ix The attitude-measuring process 260 Method of summated ratings: the Likert scale 262 Semantic differential 264 Stapel scale 266 Constant-sum scale 266 Graphic rating scales 267 Are rating scales ordinal or interval measures? 268 Measuring behavioural intention 269 Ranking 270 Sorting 271 Other methods of attitude measurement 271 Selecting a measurement scale: Some practical decisions 271 Attitudes and intentions 274 Multi-attribute attitude score 274 Best–worst scaling 276 Sample balanced incomplete block (BIB) designs 279 Pricing 280 The net promoter score 281 Step 6: Evaluate the measure 282 Reliability 282 Validity 284 Reliability versus validity 285 Sensitivity 286 Practicality 286 Summary 287 Revisiting ‘In focus’ 288 Questions for review and critical thinking 289 Ongoing project 290 MINI CASE 8.1 MEASURING QUALITY OF LIFE IN THE UNITED KINGDOM AND MAINLAND EUROPE 291 MINI CASE 8.2 GLOBAL PERCEIVED PROSPERITY AND CONSUMER BEHAVIOUR 392 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 293 CHAPTER 9 Questionnaire design 295 Step 1: Specify what information will be sought 296 Questionnaire relevancy 296 Questionnaire accuracy 298 Step 2: Determine the type of questionnaire and survey research method 298 Step 3: Determine the content of individual questions 299 Asking sensitive questions 3 00 Step 4: Determine the form of response to each question 301 Open-ended response questions 3 01 Closed-response questions 3 03 Step 5: Determine the wording of each question 3 06 Avoid complexity: Use simple, conversational language 3 06 Avoid leading and loaded questions 3 07 Avoid ambiguity: be as specific as possible 310 Avoid double-barrelled items 311 Avoid making assumptions 311 Avoid burdensome questions that may tax the respondent’s memory 312 Step 6: Determine question sequence 313 Order bias 314 Randomised response techniques 315 Provide good survey flow 315 Step 7: Determine the physical characteristics of the questionnaire 316 Traditional questionnaires 316 Internet questionnaires 319 Step 8: Re-examine and revise steps 1–7 if necessary 328 Step 9: Pretest the questionnaire 329 Designing questionnaires for global markets 330 Summary 331 Revisiting ‘In focus’ 333 Questions for review and critical thinking 333 Ongoing project 335 MINI CASE 9.1 MAY THE FORCE BE WITH YOU! THE WORLDWIDE GROWTH OF JEDI KNIGHTS AS A RELIGION 335 MINI CASE 9.2 MARKETING STRATEGIES IN CHINA 336 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 337 PART FOUR | PLANNING THE SAMPLE CHAPTER 10 Sampling: Sample design and sample size 3 40 Sampling terminology 3 41 Why sample? 3 41 Cost and time 3 41 Accurate and reliable results 3 42 Destruction of test units 3 42 Practical sampling concepts 3 42 Defining the target population 3 42 The sampling frame 3 43 Sampling units 3 45 Less than perfectly representative samples 3 47 Probability versus non-probability sampling 3 47 Probability sampling 3 49 Non-probability sampling 353 Sampling rare or hidden populations 355 What is the appropriate sample design? 356 Degree of accuracy 356 Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

PART FIVE | COLLECTING THE DATA

PART SIX | ANALYSING

c ontents x Resources 357 Time 358 Prior knowledge of the population 358 Mobile devices and the Internet change everything 358 SMS and smartphones 358 Website visitors 359 Panel samples 3 60 Recruited ad-hoc samples 3 61 Opt-in lists 3 61 Sample size 361 Random error and sample size 3 61 Systematic error and sample size 3 62 Factors in determining sample size for questions involving means 363 The influence of population size on sample size 3 64 Determining sample size based on judgement 3 64 Summary 365 Revisiting ‘In focus’ 368 Questions for review and critical thinking 368 Ongoing project 369 MINI CASE 10.1 THE VICTORIAN POPULATION HEALTH SURVEY 2016 370 MINI CASE 10.2 NATIONAL DRUGS SURVEY 370 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 371
CHAPTER 11 Data preparation 374 Data preparation is important 375 Before the survey 375 After the survey 377 Survey fraud 378 Data preparation and coding 379 Keep your original data in a safe place – always work with a copy 379 Coding for missing values 379 Multiple-response questions 379 Data format: Tidy data 3 81 Look at your data 3 82 Open-ended questions 3 87 Coding and analysis of qualitative research data 3 89 Qualitative data sources 3 89 Coding qualitative data 390 Coding strategies 391 Software for data preparation and qualitative research 392 Software for data preparation 392 Software for qualitative research 393 Summary 39 6 Revisiting ‘In focus’ 397 Questions for review and critical thinking 397 Ongoing project 397 MINI CASE 11.1 DATA PREPARATION SOFTWARE 398 MINI CASE 11.2 SABOTAGE OR STUPID? 398 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 399
THE DATA CHAPTER 12 Univariate statistical analysis: A recap of inferential statistics 4 02 Descriptive and inferential statistics 4 03 Sample statistics and population parameters 4 03 Making data usable 4 04 Frequency distributions 4 04 Measures of central tendency 4 05 Measures of dispersion 4 07 The normal distribution 410 Why do I need to know about the standardised normal distribution? 412 Population distribution, sample distribution and sampling distribution 414 Central-limit theorem 416 Estimation of parameters 416 Determining sample size 420 Stating a hypothesis 421 Null and alternative hypotheses 422 Hypothesis testing 422 Choosing the appropriate statistical technique 426 Type of question to be answered 426 Number of variables 426 Scale of measurement 426 Parametric versus non-parametric hypothesis tests 426 Some practical univariate tests 427 The t-distribution 427 The Chi-square test for goodness of fit 431 Summary 436 Revisiting ‘In focus’ 4 38 Questions for review and critical thinking 4 38 Ongoing project 4 41 Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202
c ontents xi MINI CASE 12.1 ATTITUDES TOWARDS WATER CONSERVATION IN A DROUGHT-STRICKEN AREA OF AUSTRALIA 441 MINI CASE 12.2 CUSTOMER SATISFACTION AUDIT 442 MINI CASE 12.3 CUSTOMER SATISFACTION ON THE UK’S HIGH STREETS 442 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 443 CHAPTER 13 Bivariate statistical analysis: Tests of differences 44 5 What is the appropriate test of difference? 44 6 The independent samples t-test for differences of means 447 Conducting an independent samples t-test in SPSS 45 0 Conducting an independent samples t-test in Excel 452 The paired-samples t-test 453 Conducting a paired samples t-test in SPSS 45 4 Conducting a paired-samples t-test in Excel 45 4 Analysis of variance (ANOVA) 456 The F -test 459 C alculating the F -ratio 46 0 Conducting an ANOVA in SPSS 46 3 Conducting an ANOVA in Excel 46 4 Non-parametric statistics for tests of differences 465 Statistical and practical significance for tests of differences 46 6 Summary 4 67 Revisiting ‘In focus’ 469 Questions for review and critical thinking 469 Ongoing project 47 2 MINI CASE 13.1 DO YOU HAVE THE ‘PERSONALITY’ FOR THIS? ASSESSING BRAND PERSONALITY 472 MINI CASE 13.2 CUSTOMER SATISFACTION WITH AN ONLINE SHOPPING EXPERIENCE: THE ROLE OF DEMOGRAPHICS 473 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 473 CHAPTER 14 Bivariate statistical analysis: Tests of association 475 The basics 476 Pearson’s correlation coefficient 476 An example 478 Coefficient of determination 48 0 Correlation matrix 481 Running a correlation in SPSS 482 Running a correlation in Excel 48 3 Non-parametric correlation 48 4 Regression analysis 485 Least-squares method of regression analysis 487 Drawing a regression line 49 0 Tests of statistical significance 491 Running a regression in SPSS 49 4 Running a regression in Excel 49 6 Cross-tabulations: The Chi-square test for goodness of fit 49 9 Cross-tabulation and Chi-square tests in SPSS 502 Cross-tabulation and Chi-square tests in Excel 503 Statistical and practical significance for tests of association 507 Summary 508 Revisiting ‘In focus’ 510 Questions for review and critical thinking 510 Ongoing project 513 MINI CASE 14.1 HOW SHOULD WE MEASURE THE QUALITY OF MOBILE HEALTH APPS? 513 MINI CASE 14.2 HOW DO DIFFERENT GROUPS OF USERS PERCEIVE THE QUALITY OF THEIR APP EXPERIENCE? 515 MINI CASE 14.3 FOOD LABELLING AND COUNTRY OF ORIGIN 517 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 517 CHAPTER 15 Multivariate statistical analysis 519 The nature of multivariate analysis 520 Classifying multivariate techniques 521 The analysis of dependence 521 The analysis of interdependence 521 Influence of measurement scales 52 2 Analysis of dependence 52 2 n -way cross-tabulation 52 2 Partial correlation analysis 524 n -way univariate analysis of variance (ANOVA) 525 Multiple regression analysis 526 Binary logistic regression 53 4 Analysis of interdependence 535 Exploratory factor analysis 535 Cluster analysis 53 8 Multidimensional scaling 54 0 Summary 5 44 Revisiting ‘In focus’ 545 Questions for review and critical thinking 545 Ongoing project 545 MINI CASE 15.1 COASTAL STAR SALES CO 546 ONGOING CASE STUDY UNDERSTANDING BINGE DRINKING IN AUSTRALIA 547 APPENDIX 15A CONJOINT ANALYSIS: MEASURING CONSUMER UTILITY 549 Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202
c ontents xii PART SEVEN | FORMULATING CONCLUSIONS AND WRITING THE FINAL REPORT CHAPTER 16 Communicating research results: Research report, oral presentation and research follow-up 5 65 Why is the research report important? 566 The report in context 5 67 Report format 567 Body of the research report 5 67 Body of a formal descriptive research report 5 68 Two-stage research report – exploratory followed by descriptive 568 Additional parts of the report 5 69 Templates and styles 571 Presenting qualitative research 572 Deriving themes 572 Qualitative presentation styles 573 Checklist for reporting qualitative research 574 Creative presentation of qualitative research findings 574 Research follow-up 576 Graphic aids 577 Tables 577 Statistical output 579 Charts 5 80 Maximise the ‘data to pixel’ ratio 5 84 The oral presentation 5 85 Learn by example and practice 5 86 Audiovisual aids 5 87 Speaking 5 88 Summary 5 89 Revisiting ‘In focus’ 590 Questions for review and critical thinking 590 Ongoing project 590 APPENDIX A STATISTICAL TABLES 592 GLOSSARY 599 INDEX 610 Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202
Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

As

Understand how key concepts are

across all chapters in the part by viewing the concept map

THREE PART

CHAPTER-OPENING FEATURES

Identify the key concepts that the chapter will cover with the learning objectives at the start of each chapter.

Sampling: Sample design and sample size

Sampling: Sample design and sample size

LEARNING

To understand and correctly use key sampling terminology.

To understand why we sample.

To apply practical sampling concepts.

To differentiate between probability and non-probability sampling.

The pivotal role sampling plays in conducting good research

To decide on the appropriate sampling design for your research problem.

Gain an insight into how marketing research theories relate to the real world through the In focus vignette at the beginning of each chapter.

To understand how mobile devices and the Internet change many standard sampling methods.

The pivotal role sampling plays in conducting good research

We use sampling every day. When you cook noodles, you taste just one piece to decide if they’re all cooked. When you’re channel surfing, you usually watch less than a minute of a TV show before deciding to switch or continue watching. Clearly, we often make confident decisions based on a very small subset of information.

We use sampling every day. When you cook noodles, you taste just one piece to decide if they’re all cooked. When you’re channel surfing, you usually watch less than a minute of a TV show before deciding to switch or continue watching. Clearly, we often make confident decisions based on a very small subset of information. Researchers often use samples to infer characteristics of the population without contacting or surveying every member of the population – we can often ask a few respondents and get results like those we’d get if the whole population was asked. For instance, in the runup to an election, research firms such as Roy Morgan http://www.roymorgan.com.au), Newspoll https:// www.theaustralian.com.au/nation/newspoll Nielsen http://www.nielsen.com/au) and YouGov (https:// yougov.co.uk ask questions regarding political preferences of a relatively small sample of the population. Often, sample sizes of

Researchers often use samples to infer characteristics of the population without contacting or surveying every member of the population – we can often ask a few respondents and get results like those we’d get if the whole population was asked. For instance, in the runup to an election, research firms such as Roy Morgan http://www.roymorgan.com.au), Newspoll https:// www.theaustralian.com.au/nation/newspoll Nielsen http://www.nielsen.com/au) and YouGov (https:// yougov.co.uk ask questions regarding political preferences of a relatively small sample of the population. Often, sample sizes of a little over 1000 citizens provide accurate predictions about the outcome of elections. It is not feasible to ask all citizens about their political preferences. Instead, a small sample of that population can provide accurate and meaningful results that represent the views of the millions of citizens. Many

people, including researchers and laypeople, believe that a large sample size is important, but it is rarely a problem. In fact, the quality of the data, the method by which people are contacted and how we communicate with them, all have far more impact on the validity of a research study than does sample size. Sampling is just as important for qualitative research studies as it is for quantitative research studies. Sample size is less important for qualitative studies, but if the researcher intends to make inferences or develop a

people, including researchers and laypeople, believe that a large sample size is important, but it is rarely a problem. In fact, the quality of the data, the method by which people are contacted and how we communicate with them, all have far more impact on the validity of a research study than does sample size. Sampling is just as important for qualitative research studies as it is for quantitative research studies. Sample size is less important for qualitative studies, but if the researcher intends to make inferences or

REAL WORLD SNAPSHOT ➜  MADE IN POVERTY: THE TRUE PRICE OF FASHION 6

Research commissioned by Oxfam, together with the Bangladesh Institute for Labour Studies and the Institute for Workers and Trade Unions in Vietnam, saw the interviewing of more than 470 workers across Bangladesh and Vietnam who supply garments for the $23.5 billion fashion industry in Australia, including eight major fashion brands. The study showed that many workers continue to live in poverty,

struggling to feed themselves and lacking basic amenities such as running water – they earn as little as 55 Australian cents an hour. But it also estimated that paying these workers a minimum Australian wage would only add on average around 1 per cent to the cost of fashion in Australia. Research like this is crucial as it helps drive social change into fair as well as free trade. Why

to the text
Guide
FEATURES WITHIN CHAPTERS Definitions or explanations of important key terms are located in the margin for quick reference. Discuss practical applications of concepts through the Real world snapshot examples. Marketing research defined Marketing research can be defined as the function that links the consumer, customer and public to the marketer through information – information used to identify and define marketing opportunities and problems; generate, refine and evaluate marketing actions; monitor marketing performance; and improve understanding of marketing as a process.4 Marketing research specifies the information required to address managerial decision-making, designs the method for collecting the information, manages and implements the data-collection process, analyses the results, and communicates the findings and their implications. This definition suggests first that marketing research information is not intuitive or haphazardly gathered. Literally, research (re-search) means ‘to search again’. The term connotes patient study and scientific investigation wherein the researcher takes another, more careful look at the data to discover all that is known about the subject. Second, if the information generated or the data collected is to be accurate, marketing researchers must be objective. Researchers should be detached and impersonal rather than biased and attempting to support their preconceived ideas. If bias enters into the research process, the value of the research is considerably reduced. The importance of striving for objectivity cannot be over-emphasised: without objectivity, research is valueless. This definition of marketing research is not restricted to any one aspect of the marketing mix. The objective of the research is to facilitate the managerial decision-making process for all aspects of the firm’s marketing mix: pricing, promotion, distribution and product decisions. By providing the necessary information on which to base decisions, marketing research can reduce the uncertainty of a decision and thereby decrease the risk of making the wrong decision. However, research should be an aid to managerial judgement, not a substitute for it. Management is more than conducting marketing research; applying the research remains a managerial art. For example, a few years ago, research indicated that women who bought frozen dinners tended to lead hectic lives and had trouble coping with everyday problems. Using this information, an advertising agency developed an ad for Beef Short Cuts in Australia that showed a run-down working mother flopping into a chair just before her family was to arrive home for dinner. Suddenly realising that she had a problem, the woman had the bright idea of cooking a Beef Short Cuts meal. But the beginning of the ad turned out to be a terrible mistake. The company quickly found out that the last thing working mothers wanted to be reminded of was how tired they were. Research can suggest directions for changes in the marketing mix, but it cannot ensure the correct marketing execution. marketing research The function that links the consumer, customer and public to the marketer through information that identifies and defines marketing opportunities and problems; generates, refines and evaluates marketing actions; monitors marketing performance; and improves understanding of marketing as a process. 4 PART ONE > INTRODUCTION TO THE RESEARCH PROCESS
you read this text you will find a number of features in every chapter to enhance your study of marketing research and help you understand how the theory is applied in the real world.
do you think Oxfam commissioned this market research study?
this a scientific study? DISCUSS Applied research is emphasised in this discussion because most students will be oriented towards the day-to-day practice of marketing management, and most students and researchers will be exposed to short-term, problemsolving research conducted for businesses or non-profit organisations. scientific method The techniques and procedures used to recognise and understand 6 PART ONE > INTRODUCTION TO THE RESEARCH PROCESS xiv
FEATURES
Was
PART-OPENING
61 Nature of research problem Qualitative research Secondary research Survey research Observational research Experimental research Undefined and exploratory (Why don’t people buy the product?) Descriptive (e.g. who is the market?) Causal (Does packaging influence sales?) Measurement Questionnaire design PLANNING THE RESEARCH DESIGN Qualitative research Secondary research and big data Survey research Observation Experimental research and test marketing Measurement Questionnaire design CHAPTER 3 4 5 6 7 8 9
connected
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LEARNING OBJECTIVES To understand and correctly use key sampling terminology. To understand why we sample. To apply practical sampling concepts. To differentiate between probability and non-probability sampling. To decide on the appropriate sampling design for your research problem. To understand how mobile devices and the Internet change many standard sampling methods. LO LO2 LO3 LO4 LO5 LO6 W HAT YOU WILL LEARN IN THIS CHAPTER
IN FOCUS Shutterstock.com/zimmytws 340 10 10_zikmund_5e_38964_2pp.indd 340 24/02/20 5:22
PM
OBJECTIVES
LO1 LO2 LO3 LO4 LO5 LO6 W HAT YOU WILL LEARN IN THIS CHAPTER
a little over 1000 citizens provide accurate predictions about the outcome of elections. It is not feasible to ask all citizens about their political preferences. Instead, a small sample of that population can provide accurate and meaningful results that represent the views of the millions of citizens. Many
IN FOCUS Shutterstock.com/zimmytws 340 10 10_zikmund_5e_38964_2pp.indd 340 24/02/20 5:22 PM Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202
develop a

What kinds of effects can using mobile phones cause?

❏ $750–$1499

❏ $1500–$2999

❏ More than $3000

❏ Other ___________

FEATURES WITHIN CHAPTERS

Many people are calling for experiments to examine the potential health effects of heavy mobile phone usage. Additionally, ancillary technologies such as bluetooth devices, which many people hook to their ear for hours on end each day, constantly bombard us with radio waves. While most people do not believe these to be serious threats to our health, others are not so sure. One of the challenges in studying this issue is the difficulty in implementing an experimental design on human subjects – much as in the case of smoking.

Unanticipated alternatives emerge when respondents believe that closed answers do not adequately reflect their feelings. They may make comments to the interviewer or write additional answers on the questionnaire indicating that the exploratory research did not yield a complete array of responses. After the fact, researchers can’t do very much to correct a closed question that does not provide a valid set of alternatives. Therefore, a researcher may find exploratory research with open-ended responses valuable before writing a detailed questionnaire. The researcher should strive to ensure that there are sufficient response choices to include the relevant range of responses as well as an ‘other’ choice for respondents who do not see their answer among the choice set.

Explore the real-world ethical issues faced by marketing researchers in the Exploring research ethics boxes.

advertising via mobile phones, can send a short text blast to all consumers near a Starbucks. They can then have the consumer send back a reply to activate a discount at that store. In this way, they might be able to test whether a free cookie or a half-price latte is the better incentive and results in more patronage.

Also, a closed-response question may tempt respondents to check that an answer that is more prestigious or socially acceptable than the actual answer. Rather than stating that they do not know why they chose a given product, they may select an alternative among those presented, or as a matter of convenience, they may select a given alternative rather than think of the correct response.

One thing is certain, though: more and more marketing researchers are finding ways to conduct experiments with mobile phone technology. For instance, advertising appeals can be delivered via text message or voicemail. Advertisers can manipulate the size of a discount offered for a brief period of time and then track to see whether the subject takes advantage of the discount. For instance, advertisers in Hong Kong, where consumers are more receptive to

Get helpful, practical hints on how to conduct market research successfully with Tips of the trade

Most questionnaires mix open-ended and closed-response questions. As we have discussed, each form has unique benefits. In addition, a change of pace can eliminate respondent boredom and fatigue. A good rule of thumb, however, given the cost and administration necessary when using open-ended questions, is to use closed-response questions wherever possible.

EXPLORING RESEARCH ETHICS ➜  WHAT A DIFFERENCE WORDS MAKE 8

Some surveys may be conducted to further the interests of their sponsors. By carefully wording questions, enough bias may be predetermined to achieve the result desired by the sponsor of the research. Consider the following examples:

‘The legislation would generate more revenue’ versus ‘The legislation will implement tax reform’.

ICONS

LO3

304

TIPS OF THE TRADE ➜  IS IT IMPORTANT TO INCLUDE ‘DON’T KNOW’ RESPONSES? 9

‘Are you in favour of fewer immigrants?’ versus ‘Are you in favour of border control’?

Research published in Public Opinion Quarterly suggests that, when measuring scientific knowledge, or by extension specialised knowledge, the inclusion of ‘don’t know’ (DK) responses reduced the possibility of uneducated or blind guesses. This meant that respondents were only answering

‘Are you in favour of abortion?’ versus ‘Are you pro-choice?’

‘Are you in favour of welfare?’ versus ‘Are you in favour of public assistance?’

Should marketing researchers be concerned about internal validity or external validity? When would a marketing researcher be more concerned about external validity than internal validity?

However, conducting experiments in this manner threatens internal validity in several ways. Although the large number of mobile phones in use has made them more practical for undertaking research, and their increased flexibility in delivering messages has provided more capability for that research, it is nearly impossible to control for extraneous variables. Is the subject in a car, on a train, in a meeting, alone or with others? Many such factors might interfere with experimental results. Despite the weaknesses, the convenience and technological advantages will likely lead to more rather than less ‘mobile’ experiments. DISCUSS

what they knew or could at most make an educated guess about, which is all part of the measurement of knowledge.

The take-home message is that, when asking questions about what people know, always include a ‘don’t know’ response.”

A significant problem in developing dichotomous or multiple-choice alternatives is the framing of the response alternatives. There should be no overlap among categories. Alternatives should be mutually exclusive; that one dimension of an issue should be related to each alternative. The following listing of income groups illustrates common error: ❏ Under $15 000 ❏ $15 000–$30 000 ❏ $30 000–$55 000 ❏ $55 000–$70 000

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STEP 2: DECIDE ON THE CHOICE OF INDEPENDENT AND DEPENDENT VARIABLE(S)

The Ongoing Project icon highlights the key concepts relevant to the ongoing project found at the end of each chapter.

❏ Over $70 000

END-OF-CHAPTER FEATURES

ONGOING PROJECT

How many people with incomes of $30 000 will be in the second group, and how many will be in the third There is no way of determining the answer. Grouping alternatives without forethought about analysis is diminish accuracy.

The experimenter has to have some degree of control over the independent variable. The variable is independent because its value can be manipulated by the experimenter to whatever they wish it to be. Its value may be changed or altered independently of any other variable. The independent variable is hypothesised to be the causal influence (i.e., the presumed cause).

Few people relish being in the lowest category. Including a category lower than the lowest expected often helps to negate the potential bias caused by respondents’ tendency to avoid an extreme category.

LO5 ONGOING PROJECT

independent variable

A variable that is expected to influence a dependent variable.

STEP 5: DETERMINE THE WORDING OF EACH QUESTION

experimental treatments

At the end of each chapter you will find several tools to help you to review, practise and extend your knowledge of the key learning objectives.

Review your understanding of the key chapter topics with the Summary

Experimental treatments are the alternative manipulations of the independent variable being investigated. For example, prices of $1.69, $1.89 and $1.99 might be the treatments in a pricing experiment for a new product. Different advertising messages might be treatments in an advertising effectiveness study, or different taste formulations might be the treatments in a product reformulation test. Likewise, the presence or absence of some intervention might be the treatment in some social marketing campaign. If the researcher has some degree of control over the variable and is able to modify it in some way, then this would be called a treatment.

32

There are no hard-and-fast rules in determining how to develop a questionnaire. Fortunately, research experience has yielded some guidelines that help prevent the most common mistakes.

Avoid complexity: Use simple, conversational language

Alternative manipulations of the independent variable being investigated.

Return to the chapter-opening vignette to apply your learning through Revisiting in focus

REVISITING ‘IN FOCUS’

Words used in questionnaires should be readily understandable by all respondents. The researcher usually difficult task of adopting the conversational language of people at the lower education levels without talking to better-educated respondents. Remember, not everyone has the vocabulary of a university student; a substantial number of people have never gone beyond high school.

In marketing research, the independent variable often is a categorical or classificatory variable that represents some classifiable or qualitative aspect of marketing strategy. To determine the effects of point-of-purchase

Describe the basic strategies of qualitative research and understand when to apply them

on the idea that human experience itself is inherently subjective and determined by the context within which a person experiences something. It lends itself to conversational or storytelling-based research. ethnography represents ways of studying cultures through methods of high involvement with those cultures; participant observation is a common ethnographic approach. Netnography uses similar approaches but in a digital context, further being able to study without the influence of the researcher. Grounded theory represents inductive qualitative investigation in which the researcher continually poses questions about a respondent’s discourse in an effort to derive an explanation of their behaviour; collages are sometimes used in an effort to develop a deep explanation of behaviour. Case studies are simply documented histories of a particular person, group, organisation or event. Participatory action research provides a means for researchers to assess the lived experience of a customer engaging with a product or service.

LO3

Recognise common qualitative research tools and know the advantages and limitations of their use. Explore how various techniques of data collection can be used to extract consumer insights and be used in decision-making

There are four basic sets of qualitative research tools:

1 Focus group interviews can be unstructured or semi-structured; regardless, they are free-flowing group sessions that allow individuals to initiate and elaborate on the topics of discussion. Interaction among respondents is synergistic and spontaneous, characteristics that have been found to be highly advantageous. An important evolution is the use of digital platforms in conducting online focus groups. These provide opportunities for more participants as limitations of location, time and accessibility are reduced.

2 In-depth interviews are unstructured, extensive interviews that encourage a respondent to talk freely and in depth about an undisguised topic.

17/02/20 5:12 PM

What do you think were some potential problems faced by the researchers mentioned in the opening vignette of this chapter who were studying the impact of government

policy in the United Kingdom on people with multiple sclerosis (MS)?

QUESTIONS FOR REVIEW AND CRITICAL THINKING

1 discuss a situation in which the use of market research cannot be justified.

2 name some products or services that logically might have been developed with the help of marketing research.

3 In your own words, define marketing research and describe its task. How different is it from the social sciences?

b A marketing strategy can be no better than the information with which it is formulated.

c The purpose of research is to solve marketing problems.

d digital marketing makes marketing research less able to be used.

8 In what specific ways can marketing research influence the development and implementation of a marketing strategy?

Test your knowledge and consolidate your learning through the Questions for review and critical thinking

4 Which of the following organisations is likely to use marketing research? Why? How?

a Kellogg’s b a British Steel company

c the Victorian Transport Accident Commission

1

5 An automobile manufacturer is conducting research in

attempt to predict consumer auto preferences in the

6 The owner of 22 restaurants was asked how he does marketing research. He answered that he does it after midnight, driving around in a ute: ‘I stay up late. If it’s midnight and I don’t have anything else to do, drive around town and look at the queues in front of places. I’ll look at the rubbish and see if a guy’s doing business. If he’s got a really clean bunch of rubbish bins and an empty dumpmaster, he’s not doing any business. find out a lot by talking to my suppliers. I ask the bread guy how many boxes of rolls my competitor down the street is buying. Very few restaurateurs do that. But that’s the way research my market’. Is this marketing research?

7 Comment on the following statements:

a Marketing managers are paid to take chances with decisions. Marketing researchers are paid to reduce the risk in making those decisions.

9

9 How have technological changes and globalisation of the marketplace affected marketing research?

10 For each of the following situations, decide whether the research should be exploratory, descriptive or causal: a establishing the relationship between online visits and sales b investigating consumer reactions to new models of smokeless electronic cigarettes c identifying target market demographics for a tourist theme park d estimating the sales potential for fencing equipment in a new Zealand sales territory.

11 describe a research situation that allows one to infer causality.

12 A researcher is interested in knowing the answer to a ‘why’ question but does not know beforehand what sort of answer will satisfy. Will answering this question involve exploratory, descriptive or causal research? explain.

13 do the stages in the research process follow the scientific method?

14 Why is the problem-definition stage of the research process probably the most important stage?

15 How have technology and internationalisation affected marketing research?

09_zikmund_5e_38964_2pp.indd
306 PART THREE > PLANNING THE RESEARCH DESIGN
306
09_zikmund_5e_38964_2pp.indd
07_zikmund_5e_38964_2pp.indd 213 24/02/20 12:35 PM
97
STUDY TOOLS LO1 LO2 SUMMARY This chapter focused on qualitative exploratory research. Qualitative research is subjective in nature. Much of the interpretation depends on evaluation by the researcher rather than vigorous mathematical analysis. Qualitative research examines the attitudes, motivations and rationales behind decisions. These are useful as they reveal why people think, feel and act the way they do. Qualitative research may be conducted to diagnose a situation, screen alternatives or discover new ideas. It is a highly flexible design that provides greater depth of analysis than quantitative research. Qualitative research is particularly useful when
problems or important research issues
unclear. It
also useful for understanding complex situations. Most companies today use initial qualitative research studies for these purposes of diagnosis, followed by more generalisable quantitative studies later in order to provide more objective advice to management. It is also important to identify and note the role of the researcher in qualitative analysis, and the lived experience and biases they contribute. Compare and contrast qualitative research and quantitative research. Understand why qualitative research is important in the research process, and its use in exploratory research designs. Understand the role of the researcher in qualitative analysis
is a philosophical approach to studying human experiences based
3
research
are
is
Phenomenology
03_zikmund_5e_38964_2pp.indd 97
d
e
the British Council
Google
an
year 2022. Is this basic or applied research? explain.
PART ONE > INTRODUCTION TO THE RESEARCH PROCESS 01_zikmund_5e_38964_2pp.indd 32 17/02/20 4:55 PM
‘IN FOCUS’
do you think were some potential problems faced by the researchers mentioned in the opening vignette of this chapter who were studying the impact of government policy
the
Kingdom on people with multiple sclerosis (MS)?
FOR REVIEW AND CRITICAL THINKING
REVISITING
What
in
United
QUESTIONS
discuss a situation in which the use of market research cannot be justified. 2 name some products or services that logically might have been developed with the help of marketing research. 3 In your own words, define marketing research and describe its task. How different is it from the social sciences? 4 Which of the following organisations is likely to use marketing research? Why? How? a Kellogg’s b a British Steel company c the Victorian Transport Accident Commission d the British Council e Google 5 An automobile manufacturer is conducting research in an attempt to predict consumer auto preferences in the year 2022. Is this basic or applied research? explain. 6 The owner of 22 restaurants was asked how he does marketing research. He answered that he does it after midnight, driving around in a ute: ‘I stay up late. If it’s midnight and I don’t have anything else to do, drive around town and look at the queues in front of places. I’ll look at the rubbish and see if a guy’s doing business. If he’s got a really clean bunch of rubbish bins and an empty dumpmaster, he’s not doing any business. find out a lot by talking to my suppliers. I ask the bread guy how many boxes of rolls my competitor down the street is buying. Very few restaurateurs do that. But that’s the way research my market’. Is this marketing research? 7 Comment on the following statements: a Marketing managers are paid to take chances with decisions. Marketing researchers are paid to reduce the risk in making those decisions. b A marketing strategy can be no better than the information with which it is formulated. c The purpose of research is to solve marketing problems. d digital marketing makes marketing research less able to be used.
In what specific ways can marketing research influence the development and implementation of a marketing strategy?
8
How have technological changes and globalisation of the marketplace affected marketing research? 10 For each of the following situations, decide whether the research should be exploratory, descriptive or causal: a establishing the relationship between online visits and sales b investigating consumer reactions to new models of smokeless electronic cigarettes c identifying target market demographics for a tourist theme park d estimating the sales potential for fencing equipment in a new Zealand sales territory. 11 describe a research situation that allows one to infer causality. 12 A researcher is interested in knowing the answer to a ‘why’ question but does not know beforehand what sort of answer will satisfy. Will answering this question involve exploratory, descriptive or causal research? explain. 13 do the stages in the research process follow the scientific method? 14 Why is the problem-definition stage of the research process probably the most important stage? 15 How have technology and internationalisation affected marketing research? 32 PART ONE > INTRODUCTION TO THE RESEARCH PROCESS GUIDE TO THE TEXT xv Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

END-OF-CHAPTER FEATURES

Apply market research techniques holistically by completing the Ongoing Project. The Ongoing Project is a continuing activity that builds upon each step of the marketing process. Refer to the Ongoing Project icon throughout the chapters to locate key concepts relevant to the project. Ask your instructor for the project worksheet relevant to each chapter

Analyse Mini case studies that present issues in context, encouraging you to integrate and apply the concepts discussed in the chapter to the workplace.

ONGOING PROJECT

food company researcher wishes to know what types of food are taken as packed lunches to learn if the company can capitalise on this phenomenon.

e A researcher wishes to identify who plays the Call of

Duty video game at home, for how long, and with whom.

17 Should the marketing research program strategy be viewed as a strategic planning activity?

Doing a market research project? Ask your instructor for the project worksheet for this chapter.

This project worksheet is used to determine the type of research project you may wish to do. There are project worksheets for each chapter of the textbook to help you with each stage of the research process.

In China, 10 per cent of all retail transactions are now online, and there are still many small corner-store-like bricks-and-mortar retailers. The Chinese online retailer Alibaba has been estimated to be as large as the top 100 bricks-and-mortar retailers in China and holds around 80 per cent of the e-commerce market in that country. entering the online retail space thus presents an opportunity for new Zealand firms. There is reported interest in new Zealand products and services in China

because of their authenticity and traceability. As one new Zealand exporter noted: ‘The Chinese consumer wants to know that what they are buying is genuine and hasn’t been counterfeited in any way’. Issues for new Zealand exports are meeting the scale of demand and having a near-perfect logistics network. Already, products such as infant baby formula, abalone, kiwifruit juice and honey are becoming popular imports from new Zealand.

Apply your knowledge by following the steps of the market research process from start to finish with the Ongoing case study about binge drinking in Australia.

QUESTIONS

1

how could this affect comparisons with previous years’ results?

2 How would you respond if someone on behalf of the state government phoned to ask you about your health habits? How would members of your family respond?

3 Are there any members of the population who are not represented in the study but who should be? Are there any members of the population who are represented in the study but who should not be?

4 Suggest ways in which the sampling process could be improved.

MINI CASE 10.2 NATIONAL DRUGS SURVEY

The UK National Health Service wants to conduct a

1 Use the theory-of-reasoned-action approach to write questions designed to capture a) perceptions of the personal consequences of drinking, b) perceptions of the level of approval or disapproval among close friends, and c) perceptions of approval or disapproval among family members.

2 Suggest a different approach to measuring these factors.

3 Should a survey of attitudes towards alcohol consumption among young people specifically mention ‘binge drinking’? Could this influence the answers received? How?

4 How can we frame questions designed to measure a) the frequency of binge drinking, and b) personal experiences of being with friends who drink too much?

MINI CASE 1.1 BUYING NEW ZEALAND–MADE GOODS ONLINE IN CHINA 27 1 What kind of research do you think needs to be done by New Zealand exporters in this case in order to enter the market in China? 2 Who should commission the research? The New Zealand Government? Exporters? Provide a justification for your answer. 3 Are there any potential cultural and technological issues involved in this research study? QUESTIONS 16 Which research design seems appropriate for the following studies? a The manufacturer and marketer of flight simulators and other pilot training equipment wish to forecast sales volume for the next five years. b A local chapter of the Stroke Foundation in new Zealand wishes to identify the demographic characteristics of individuals who donate more than $1500 per year. c A major petroleum company is concerned with the increased costs of the ‘non-sniffable’ fuel Opal and is considering dropping this product. d A
33 CHAPTER 01 > T H e ROle OF MARK e TI nG ReSe ARCH A nd THe ReSe ARCH PROC e SS 01_zikmund_5e_38964_2pp.indd 33 17/02/20 4:55 PM 370 PART FOUR > PLANNING THE SAMPLE 370 The Victorian population Health Survey has been conducted each year since 2001 and is based on a sample of 7500 adults aged 18 years and over, and randomly selected from households using random digit dialling, also known as CaTI (computer-assisted telephone interviewing). about half of the interviews are gained with landline numbers and the rest are gathered with mobile phone numbers. Information in the report includes health and lifestyle factors, including physical activity
fruit
vegetables,
screening checks, body weight, asthma
diabetes prevalence, psychological distress and social networks. For details, go to https://www2.health.vic.gov.au and then search for ‘population Health Survey’ to find and download the most recently published survey report. Check the ‘Method’ section in the report to see how the sampling procedure was conducted.
CASE 10.1 THE VICTORIAN POPULATION HEALTH SURVEY 2016 21
levels, smoking prevalence, alcohol consumption, intake of
and
selected health and
and
MINI
Random digit dialling has been used
inception
annual study.
appropriate today? What alternatives
method
from the
of this
Is it still
are there? If a new contact/interview
were used,
level of drug usage in the community. The drugs include prescription medications, tobacco, alcohol, and illicit drugs such as cocaine, heroin, ecstasy, marijuana and others. The results will be used to advise policy on community health, hospital treatment, and education. Specifically, the researchers want to learn: 1 whether the misuse of drugs is related to demographic and socioeconomic factors such as level of employment, age group, geographic location, housing, and/or family circumstances 2 the extent to which the use of some drugs is related to the use of other drugs 3 attitudes towards the use of illicit drugs 4 levels of awareness of different drugs, and knowledge of the health effects of the misuse of specific legal and illicit drugs. The Health Service says that it wants to be accurate in its survey research. So it is suggesting the following: a probability sample will be used of 5000 individuals located throughout the nation. eligible respondents will be adults over the age of 18. Only one person in any one household is to be interviewed and their responses should be confidential, including in regards to other people within a household. 10_zikmund_5e_38964_2pp.indd 370 24/02/20 5:22 PM 293 ONGOING CASE STUDY Understanding binge drinking in Australia Leanne and Steve are working through the range of factors that they have found could influence binge drinking by 15–21-year-olds. What caught their attention during their observational research and face-to-face interviews was the extent to which binge drinking is a social phenomenon: people drink in groups. Leanne wonders whether the theory of reasoned action (TRA) would be a useful approach. They could focus on perceptions of the consequences of drinking, and perceptions of friends’ approval or disapproval. But Steve thinks this may be more complicated than is necessary. Just then Cynthia enters the room, so they ask her for her opinion. Cynthia suggests that the team could write some draft questions based on TRA to check if they can get the information they need. NOTES 1. Kerlinger, Fred (1973) Foundations of Behavioral research New York: Holt, rinehart and Winston. 2. Lyubomirsky, S., & Lepper, H. (1999) ‘A measure of subjective happiness: Preliminary reliability and construct validation’, Social Indicators research 46, pp. 137–55. 3. DeCarlo, L. T., & Luthar, S. S. (2000) ‘Analysis and class validation of a measure of parental values perceived by early adolescents: An application of a latent class model for rankings’, Educational and Psychological Measurement 60(4), pp. 578–91. 4. Adapted from DeCarlo, L. T., & Luthar, S. S. (2000) ‘Analysis and class validation of a measure of parental values perceived by early adolescents: An application of a latent class model for rankings’, Educational and Psychological Measurement 60(4), pp. 578–91. 5. Hewitt, P. L., & Flett, G. L. (1991) ‘Perfectionism in the self and social contexts: Conceptualization, assessment, and association with psychopathology’, Journal of Personality and Social Psychology 60, pp. 456–70, doi:10.1037/0022-3514.60.3.456. 6. Hart, S. r., Stewart, K., & Jimerson, S. r (2011) ‘The Student Engagement in Schools Questionnaire (SESQ) and the Teacher Engagement report FormNew (TErF-N): Examining the preliminary evidence’, Contemporary School Psychology 15(1), pp. 67–79, doi:10.1007/bf03340964. 7. Kirch, Wilhelm (ed.) (2008) ‘Level of measurement’, Encyclopedia of Public Health 2, Springer, pp. 851–2. 8. Stevens, S. S. (1946) ‘On the theory of scales of measurement’, Science 103(2684), pp. 677–80. 9. rio 2016 (2016) Men’s 100m final, accessed at https://web.archive.org/web/20160826170225/ https://www.rio2016.com/en/athletics-mens-100mfinal on 6 November 2019. 10. Mosteller, F., & Tukey, John W. (1977) Data Analysis and regression: A Second Course in Statistics reading, MA: Addison-Wesley. 11. rossiter, John (2002) ‘The C-OAr-SE procedure for scale development in marketing’, International Journal of research in Marketing 19(4), pp. 305–35. 12. Likert, rensis (1931) ‘A technique for the measurement of attitudes’, Archives of Psychology 19, pp. 44–53. 13. Brown, Stephen & Swarts, Teresa (1989) ‘A gap analysis of professional service quality’, Journal of Marketing April, p. 95. 14. Adapted from McQuarrie, Edward F., & Munson, J. Michael (1987) ‘The Zaichkowsky Personal Involvement Inventory: Modification and Extension’, in NA: Advances in Consumer research (vol. 14), Melanie Wallendorf and Paul Anderson (eds), Provo, uT: Association for Consumer research, pp. 36–40. 15. Adapted from Maklan, S., & Klaus, P. (2011) ‘Customer experience: Are we measuring the right things?’, International Journal of Market research 53(6), pp. 771–92. See also Klaus, P., & Maklan, S. (2013) ‘Towards a better measure of customer experience’, International Journal of Market research 55(2), pp. 227–46. 16. Derived from research by Suri, r., & Monroe, Kent (2003) ‘The effects of time constraints on consumers’ judgments of prices and products’, Journal of Consumer research 30(1), pp. 92–104. 17. Yu, J. H., Albaum, G., & Swenson, M. (2003) ‘Is a central tendency error inherent in the use of semantic differential scales in different cultures?’, International Journal of Market research 45(2), pp. 1–16, doi:10.1177/14707853030450020. 18. Menezes, Dennis, & Elbert, Norbert (1979) ‘Alternate semantic scaling formats for measuring store image: An evaluation’. reprinted note, same article, different pub details, by permission of the American Marketing Association. 19. See Juster, F. T. (1966) ‘Consumer buying intentions and purchase probability: An experiment in
confidential survey of the
DISCUSS 08_zikmund_5e_38964_2pp.indd 293 24/02/20 5:54 PM GUIDE TO THE TEXT xvi Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

Guide to the online resources

FOR THE INSTRUCTOR

Cengage is pleased to provide you with a selection of resources that will help you prepare your lectures and assessments. These teaching tools are accessible via cengage.com.au/instructors for Australia or cengage.co.nz/instructors for New Zealand.

MINDTAP

Premium online teaching and learning tools are available on the MindTap platform – the personalised eLearning solution.

MindTap is a flexible and easy-to-use platform that helps build student confidence and gives you a clear picture of their progress. We partner with you to ease the transition to digital – we’re with you every step of the way.

The Cengage Mobile App puts your course directly into students’ hands with course materials available on their smartphone or tablet. Students can read on the go, complete practice quizzes or participate in interactive real-time activities.

MindTap for Marketing Research is full of innovative resources to support critical thinking, and help your students move from memorisation to mastery! Includes:

• Marketing Research eBook

• Revision quizzes

• Concept checks

• Polling questions

• Downloadable project worksheets

• Downloadable datasets.

MindTap is a premium purchasable eLearning tool. Contact your Cengage learning consultant to find out how MindTap can transform your course.

INSTRUCTOR’S MANUAL

The Instructor’s manual includes:

• Learning objectives

• Chapter summaries

• Teaching notes

• Solutions

• Case question solutions

• Suggested class discussions and activities

• Chapter-specific project worksheets.

WORD-BASED TEST BANK

This bank of questions has been developed in conjunction with the text for creating quizzes, tests and exams for your students. Deliver these through your LMS and in your classroom.

xvii Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

POWERPOINT™ PRESENTATIONS

Use the chapter-by-chapter PowerPoint slides to enhance your lecture presentations and handouts by reinforcing the key principles of your subject.

ARTWORK FROM THE TEXT

Add the digital files of graphs, pictures and flow charts into your course management system, use them in student handouts, or copy them into your lecture presentations.

FOR THE STUDENT

MINDTAP

MindTap is the next-level online learning tool that helps you get better grades!

MindTap gives you the resources you need to study – all in one place and available when you need them. In the MindTap Reader you can make notes, highlight text and even find a definition directly from the page. If your instructor has chosen MindTap for your subject this semester, log in to MindTap to:

• Get better grades

• Save time and get organised

• Connect with your instructor and peers

• Study when and where you want, online and mobile

• Complete assessment tasks as set by your instructor.

When your instructor creates a course using MindTap, they will let you know your course link so you can access the content. Please purchase MindTap only when directed by your instructor. Course length is set by your instructor.

GUIDE TO THE ONLINE RESOURCES xviii Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

PREFACE

This is the fifth edition of Marketing Research and the first that also takes a United Kingdom and European perspective. It continues to reflect the importance of social media, ‘big data’, neuromarketing and the use of online technology in qualitative and quantitative data collection. This edition has a revised chapter on qualitative research, which includes a wider discussion of sentiment analysis in social media and the evolving software approaches that can be used in this area.

This edition of Marketing Research also examines practical examples of market and social research, and what students can learn from the advantages and disadvantages of each research approach when they are applied in real life (Real world snapshots). We also provide tips for conducting research and doing flowcharts, and offer improved and more detailed worksheets that will greatly facilitate the understanding and application of market research techniques by the student and practitioner.

NEW TO MARKETING RESEARCH

This edition places greater emphasis on applying marketing research and providing guidance when conducting marketing research. It also examines the increasing use of global market research studies by many companies and the continued importance of market research in government and the not-for-profit sector.

Where appropriate, ethical issues have also been addressed in this book. In this new edition we have included an ongoing series of case studies based on a real market research study – understanding the causes of binge drinking with Australian youths; a social problem we argue, which applies to many countries. This provides students and lecturers with a structured learning approach to all the different aspects of the market research process and how they might be applied in a single commercial study. It also addresses the choices and trade-offs many researchers face when doing market research in the real world.

We have also provided worksheets to assist in the development of each part of a research study, and detailed flowcharts for each major section of the research process. A reference to each worksheet is made at the end of each chapter. Access to the worksheets is provided via the instructor website and downloadable in MindTap.

It was important to us that this new material not be lumped into added chapters at the end of the book or into a

We have worked diligently and carefully to make this edition a book that reflects the fast-paced and dynamic practice of marketing research. The new edition also welcomes Michael Mehmet as a new contributing author. Cengage and the author team would like to acknowledge his feedback and insights and for authoring Chapter 3. We have retained our central approach of making the subject interesting and entertaining for the student. This, we believe, is consistent with the style and learning approach of the original author, Professor William G. Zikmund. Market research, we argue, can be the most fascinating subject for the student, as it is now applied in diverse fields such as health, politics, social marketing, media and law. Therefore, we have continued to include a wider set of examples that reflect this throughout the text.

single chapter on survey research. There are unique aspects of online research that touch on qualitative research, observation, gathering of secondary data, survey design, sample selection, questionnaire design and many other topics.

Chapter 1: The role of marketing research and the research process. This chapter begins with how commercial and not-for-profit organisations have effectively used market research as judged by the Market Research Society in the UK. What is made clear is that usually more than one method of market research, often both qualitative and quantitative research, is used by market research companies in providing their reports to clients. Some of the award-winning market research programs have helped vulnerable communities such as those suffering from multiple sclerosis in the UK, to more commercial research such as ethnographic research commissioned by Aldi (UK) to understand Christmas grocery shopping behaviour. The growing importance of social media is also discussed in the opening vignette, with a study by IPG Megabrands and Twitter as to the viral spread of news stories.

Later in this chapter we examine some important trends influencing market research, including neuroscience, technology, globalism and the evolution of social media. The chapter introduces the research process and the structure

xix
Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

of the book, and provides a number of examples of types of research conducted by government and not-for-profit, as well as business organisations.

Chapter 2: Problem definition and the research process. This chapter starts with the use of market research to assist in a social marketing campaign to reduce suicides on Britain’s railways. The study showed that by careful problem identification, suicides could be reduced by local community awareness and the removal of ‘hot spots’ whereby a lack of visibility may make an attempt more likely to occur. As such, this study also showed the importance of background research and a literature review in understanding the problem and the implementation of the appropriate research design.

Problem definition is often the most problematic part of the research process, and guidelines are provided so that effective research – providing information that aids the decision-making of managers – can be developed. The chapter includes research proposals from NSW Trade & Investment and the Australian Communications and Media Authority.

Chapter 3: Qualitative research. This chapter deals with one of the most common forms of market research. As one of the most varied research forms, it includes not only focus groups and in-depth interviews, but also projective techniques, story-telling and the new phenomenon of ‘social listening’, where detailed qualitative research is collected and analysed from social media such as Twitter and Facebook. As well as dealing with these diverse approaches, we examine contributions from other social sciences such as phenomenology, ethnography, Netnography, grounded theory, case studies and participation action research. This chapter also introduces common coding and analysis techniques, such as content analysis, thematic analysis and sentiment analysis. The applications of this suite of related methodologies are also discussed and include health, media and politics. The chapter concludes with a caveat about the misuse of qualitative research. We have also included two new case studies on the use of airborne focus groups by NikeAirMax and how retail chain Beaurepaires Tyres was repositioned using social media sentiment analysis, focus groups and brand tracking.

Chapter 4: Secondary research and big data. This chapter starts with the question: ‘Who is afraid of metadata?’ Big data as discussed in this chapter is of interest not only to market researchers but also to government in terms of

national security. Interestingly, Victorian Government research, presented in the opening vignette, concluded that consumers did not understand what information was collected and shared about them, and did not genuinely consent to the terms for providing their information. We show how secondary information may be used in descriptive, as well as forecasting analyses. Increasingly, social media and digitised transaction records are accessible to researchers. We show how social media can be searched and scraped, and then analysed for sentiment and for network relationships. Among much else, internal sales can be analysed to estimate customer lifetime value for individual customers or market segments. The chapter includes a guide to assessing the quality of third-party data.

Chapter 5: Survey research. This chapter starts with the difficulty of determining attitudes to Brexit in the UK using a particular survey technique, in this case an SMS survey. As is discussed in this chapter, there is no correct way to collect survey research and each approach must be tailored to the research problem and the type of respondents that need to be reached.

This chapter contains significant updates on the use of the Internet and mobile phones as a means of collecting survey research data. There are additional advantages and problems in using these new research techniques – for example, response and sample biases – and these are addressed in this chapter. How survey biases occur when asking questions of respondents from different cultures are also discussed in this chapter. This chapter includes a case study on Google Surveys, where responses to fairly straightforward questions can be obtained at fairly low rates of 10 cents.

Chapter 6: Observation. Many forms of observational research are conducted from information in social media and the Internet. This chapter starts with an observational study from the BBC Worldwide, whose website has some 35 million signed in accounts and captures some billion data points a day. This vignette shows that not only is there a need for a new research technique in analysing the data, but also in the upskilling of managers in using such data for decision making.

Problems with companies having too much observational data (or big data) are also discussed in this chapter. The chapter concludes with the growing importance of

xx P ref A ce
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mechanical observation, particularly those of Web metrics, which are important in assessing the effectiveness of online marketing strategies. Recent advances in eye- and brain-scanning technologies are also discussed along with the pros and cons of each approach.

Chapter 7: Experimental research and test marketing. This chapter starts with a vignette about an online experiment Facebook has conducted (one of many!). As digital marketing has grown rapidly, so too has the ability of marketers to conduct quick and insightful online experiments to help make more informed decisions about the causal influences of their actions. The steps in experimental research are discussed along with key experimental designs. Different experiments are explained and contrasted (e.g., lab experiments versus field experiments, different forms of test markets) and the chapter outlines the various trade-offs that exist. Important ethical issues in experimental research are discussed, as are some of the major pitfalls within this methodology. The chapter concludes with an overview of test markets, including new forms of technology-enhanced test marketing such as virtual-reality simulations.

Chapter 8: Measurement. This chapter starts by quickly demonstrating how slightly different constructions of a question create very different demands of respondents and different information for researchers. The type of question creates particular scales of measurement, which determine the type of analysis that can be conducted. We outline a six-stage measurement process and discuss practical issues of measurement faced by researchers. Issues of multi-item measures are discussed, and we provide examples of question formats for measuring preferences using Best-Worst scaling, price elasticity and brand recommendation.

Chapter 9: Questionnaire design. This chapter follows a simple nine-stage process of the development of questionnaires, which is still an art as much as a science. The opening vignette of how Durex, a maker of condoms, investigates sexual health around the world, shows how complicated this process can become, especially when dealing with sensitive issues in different cultures and countries.

The chapter also includes issues that need to be considered for online and email questionnaires. Poor questionnaire design is often the cause of many problems reported by field researchers in market research.

Chapter 10: Sampling: Sample design and sample size. This chapter introduces basic concepts in sampling, raising pertinent questions such as ‘How should the sample be selected?’ and ‘How many people should be in a sample?’ The chapter opens by describing some typical political polls that use sample sizes of just over 1000 to predict political preferences of a population of millions of citizens. Using some intuitive examples, the chapter then goes on to explain the rationale behind sampling, how to sample, and factors to take into consideration when determining sample size. We learn that sample size is the least important issues faced by a researcher: the quality of the sample and how data are gathered are much more important for valid data with minimum bias. The advantages and disadvantages of sampling techniques are discussed, along with the use of panels and in ‘opt-in’ samples.

Chapter 11: Data preparation. This chapter explains the task of taking data and arranging it in a form that allows easy analysis using statistical software. Common problems encountered by researchers are discussed along with the relationship between question form, data scales and the resulting information. Problems are best avoided with good data-gathering and questionnaire design well before the editing and coding steps. Qualitative data, such as interviews or video, require coding clear and consistent themes. We briefly discuss software that aid coding and analysis.

Chapter 12: Univariate statistical analysis: A recap of inferential statistics. This chapter begins with an intuitive example of the sampling error involved in establishing a sample statistic. After introducing some basic measures of central tendency and measures of dispersion, the chapter then discusses the concept of inference and how inferential statistics can be used to estimate sampling error. The normal distribution and central-limit theorem are discussed to establish the groundwork for further hypothesis testing.

Chapter 13: Bivariate statistical analysis: Tests of differences. This chapter uses an example to illustrate testing for differences by looking at differences in perceptions between males and females of guilty pleasure advertisements. Using t-tests and ANOVA, the chapter introduces key tests of differences and provides worked examples in SPSS and Excel to illustrate how to conduct and interpret these tests.

Chapter 14: Bivariate statistical analysis: Tests of association. This chapter extends the discussion of

xxi P ref A ce
Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

commonly used statistical tests by examining the concept of association. It starts off with an example of mobile health apps and asks how marketers can better understand what factors lead to their continued usage. This is a problem of association; using correlation, regression and Chi-square analysis, the chapter discusses typical tests for association and, like Chapter 13, shows how to conduct and interpret these tests in SPSS and Excel.

Chapter 15: Multivariate statistical analysis. This chapter extends our understanding of bivariate statistics to investigate the problem of multiple variables. The problem of confounding relationships in binary statistics is first introduced and then extended to cover problems in analysis of variance and multiple regression. Techniques for

ORGANISATION OF THE BOOK

The organisation of this edition of Marketing Research follows each step of the marketing research process that is introduced as a learning model in Chapter 1. The book is organised into another six parts. Each part represents each stage of the research process and discusses how each stage relates to decisions about conducting specific projects.

■ Part 1: Introduction to the research process discusses the scope of marketing research, provides an overview of the entire marketing research process, and explains how the Internet and globalisation are changing the nature of information systems. Each stage in the research process is then examined.

■ Part 2: Defining the problem covers problem definition and research proposals. This stage sets the research objectives used to design the research study.

■ Part 3: Planning the research design examines the concepts and issues related to research designs, such as using exploratory/qualitative research, surveys, observation studies and experiments. Issues of measurement and questionnaire design are then addressed in this section.

■ Part 4: Planning the sample explains why sampling is required, how to design samples and how to determine sample size.

■ Part 5: Collecting the data discusses the importance of fieldwork, editing and coding, as the quality of data

discovering patterns in data are covered in factor analysis and cluster analysis. The chapter is supplemented by an appendix that illustrates techniques for measuring consumer utility – conjoint analysis.

Chapter 16: Communicating research results: Research report, oral presentation and research follow-up. This chapter completes the research process with the important function of ensuring that the valuable completed research reaches the right people in a way that is informative, persuasive and actionable. Importantly, good formatting of tables and charts is discussed, along with the presentation of qualitative data and the effective use of graphic aids. These items are often the crucial elements of any market research report.

from a research study is determined by this stage of the process.

■ Part 6: Analysing the data covers descriptive data analysis, inferential statistical analysis and multivariate analysis, and provides practical advice as to how data can be analysed to answer research questions. A new appendix on conjoint analysis has been added to this section of the text for more advanced marketing research courses. The material in each chapter is comprehensive yet accessible to the student. Sample output of many examples in using SPSS and Excel have also been included.

■ Part 7: Formulating conclusions and writing the final report discusses the communication of research results. Often it is this step that is the most important in the research process as information and findings that cannot be presented clearly are of little use to the client. The text ends with a final note on the use of marketing research.

The book also features an appendix and an extensive glossary. One other appendix can be found online: Comprehensive case with datasets, which provides materials that challenge students to apply and integrate the concepts they have learned.

xxii PREFACE
Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

HELP US WRITE AN EVEN BETTER MARKETING RESEARCH TEXTBOOK

We have worked very hard to update, regionalise and make this an interesting textbook in marketing research, but we know that with hindsight things can always have been done better. If you have any suggestions for the next edition of Babin, D’Alessandro, Lowe, Winzar and Zikmund, please email us.

■ For Chapters 1, 2, 5, 6 and 9: Steven D’Alessandro steve. dalessandro@utas.edu.au

■ For Chapter 3: Qualitative research Michael Mehmet m.mehmet@uow.edu.au

■ For Chapters 4, 8, 10, 11, 15 and 16: Hume Winzar hume.winzar@mq.edu.au

■ For Chapters 7, 12, 13 and 14: Ben Lowe b.lowe@kent.ac.uk

s teven D’Alessandro

Steve dedicates this book to his entire family in Australia, Italy and the United States. It is a joy to work with co-authors such as Ben and Hume and we are grateful for the guidance and support shown to us by Nathan Katz and Michelle Aarons at Cengage Learning Australia. To all the students of Marketing Research, we hope you find this an informative yet engaging read. Lastly, thank you Michelle for your support for the last 20 years and to my two daughters Sophie and Stanton, I wish you all the happiness in life. A special thank you to my Mum, Lubika, who bought me my first computer all these years ago, which help set me on the path to an academic and publishing career and has been a great inspiration and support ever since.

Hume Winzar

Thanks to Michelle Aarons and Nathan Katz at Cengage Learning Australia for their guidance and patience in this project. I do not think I could work with a better team of co-authors in Steve and Ben. Thanks to more than a generation of undergraduate and postgraduate students, whose often profound questions have driven much of what appears in this text. Thanks to my wonderful wife, Trish, for your support and regular reminders about priorities.

Ben Lowe

Thanks to my co-authors and the team at Cengage for another great edition of a great book. Thanks also to my wonderful family for all their support!

Michael Mehmet ( c hapter 3)

Thanks to the team at Cengage for their help and guidance, my co-authors for their valued input and Professor Steven D’Alessandro for inviting me to join the impressive team. I also want to thank the giants whose shoulders I stood on in developing the chapter and of course my partner and family.

xxiii
ACKNOWLEDGEMENTS P ref A ce Copyright 2020 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. WCN 02-200-202

REVIEWERS

The authors also wish to acknowledge the following reviewers:

Johan Larsson – Jönköping International Business School

Krzysztof Chmielewski – Kozminski University

Dr Marthin Nanere – La Trobe University

Narjes Haj Salem – University of Sharjah

Dr Jason Pallant – Swinburne University

Anne Sharp – University of South Australia

Abhisehk Dwivedi – Charles Sturt University

Dr Jeffrey Lim – The University of Sydney

Dr Rumman Hassan – University of Southern Queensland

Huda Khan – University of South Australia

ABOUT THE AUTHORS

Dr s teven D’Alessandro

Steve is a Professor of Marketing at The University of Tasmania. He has published 114 refereed papers in leading international journals (including The European Journal of Marketing, International Marketing Review, Marketing Letters, Journal of Business Research, Journal of Services Marketing, Journal of Macromarketing, Journal of Marketing Management, Food Quality and Preference, Psychology and Marketing, and Applied Economics), books and conferences. Steve has also worked as a market research consultant for blue-chip companies such as Pacific Dunlop, ANZ, Challenge Bank, BHP, Telstra and Ford. His research expertise in the application of consumer behaviour theories and approaches to business strategies and social marketing issues. Steve is currently the co-editor of the Journal of Consumer Behaviour and is professional member of the Market Research Society. In 2012 he was named as ANZMAC Distinguished Educator of the year, in recognition of his expertise and innovation in marketing education.

Ben Lowe

Ben Lowe is Professor of Marketing at Kent Business School, University of Kent. Over the last 20 years, Ben has been

Yioula Melanthiou – University of Nicosia

Dr Gilbert arap Bor – Catholic University of Eastern Africa

Wei Shao – Griffith University

Alicia Kulczynski – University of Newcastle

Djavlonbek Kadirov – University of Newcastle

Raechel Johns – University of Canberra

Emanuel Said – University of Malta.

Every effort has been made to trace and acknowledge copyright. However, if any infringement has occurred, the publishers tender their apologies and invite the copyright holders to contact them.

teaching courses in marketing research and marketing at undergraduate and postgraduate level in the UK, Europe and Australia, and has consulted on market research projects to organisations in Australia and the UK. Ben’s primary research interests relate to consumer behaviour and consumer acceptance of innovations and he has conducted research on pricing, sales promotions, marketing communications and branding. Ben is currently Associate Editor of the European Journal of Marketing and sits on a number of other journal editorial review boards. He has published more than 40 refereed articles in journals such as the European Journal of Marketing, the Journal of Business Research, the Journal of Public Policy & Marketing, Psychology & Marketing, Technovation, the Journal of Interactive Marketing, the Journal of Marketing Management, the American Journal of Agricultural Economics, the Journal of Marketing Education and many others. Ben’s research method expertise lies in survey design and experimentation.

Hume Winzar

Hume is Associate Professor of Business and Director of the Bachelor of Business Analytics at Macquarie University, Sydney. Before joining academia, Hume worked in outdoor

Ackno WL e D ge M ents xxiv
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Another random document with no related content on Scribd:

Aamu oli häikäisevän kaunis. Meri oli kuin peili ja kalalokit kiersivät ilmassa tehden pitkiä, loivia kaaria. Oli kuin ennen muinoin kerran — eräällä matkalla.

Oli sellainen sunnuntaipäivä, jolloin luulisi kirkonkellojen soivan aamusta iltaan pelkkää kauneuden hartautta ja kesäisen luonnon juhlaa.

Isä tuli vastaani loistavin kasvoin käytävässä Yrjön huoneen edustalla. Tänä aamuna oli tullut käänne parempaan! Ei kuumetta enää! Se oli kuin ihme — eilen vielä korkea kuume kuten muuten koko ajan — ja nyt yhtäkkiä ei ensinkään!

Hän oli niin onnellinen, että hänen äänensä värisi.

Aukaisin oven sairaan huoneeseen, ja vuoteesta hymyilivät vastaani läpikuultavat, mutta iloiset kasvot. Ne todensivat äskeisen ilosanoman. Ja Yrjö kertoi, miten syvästi hän oli nukkunut, ja miten virkistävää oli herätä ilman kuumetta.

— Katsos nyt äiti! Nyt tulee terveys itsestään. Niin, niin! — Saisit lähettää sanan Kaimalle — en ole ennen jaksanut ketään tavata mutta nyt tahtoisin hänet nähdä.

Seurasin yöhoitajatarta käytävää pitkin saadakseni kuulla tarkemmin. Hän kertoi nuoren herran heränneen aikaisin ja heti näyttäneen tavallista virkeämmältä. Kun isä aamulla oli nukahtanut lepotuoliinsa, niin poika ei ollut tahtonut puhua edes kuiskaamalla, vaan oli käsin viittaamalla lausunut toivomuksensa aamuhoidosta, jonka suhteen hän tähän saakka oli ollut täysin välinpitämätön. Ankarasti hän oli valvonut, ettei isän unta saanut mitenkään häiritä. Sitten valmiiksi tultuaan ja levätessään puhtaalla tyynyllään, oli hän

kuiskaten kertonut hoitajattarelle lähimmistä aikeistaan. Hän oli katsellut käsiään ja naurahtanut niiden kalpeudelle. Miten ne olivatkaan käyneet laihoiksi ja ohuiksi ja vallan verettömiksi! Ainoastaan kolme päivää oli hän työskennellyt työpajassa — se ei vielä voinut niissä näkyä. Mutta terveeksi tultuaan hän harjoittelisi konepajoissa vaikkapa kokonaisen vuoden. Sittenpähän kädetkin muuttuisivat karkeammiksi! Ja insinöörikoulun jälkeen tulisivat toiset koulut — ja sen jälkeen alkaisi hauska aika.

Oliko hän todellakin puhunut niin paljon hänen kanssaan?

Oli hän puhunut. Se oli terveyden merkki.

Hoitajatar oli ylpeä hänen luottamuksestaan ja siitä, että tervehtyminen oli alkanut hänen valvomisvuorollaan. Hän pani sen jotenkin omalle tililleen.

Tämähän oli vallan ihmeellinen päivä. Nyt piti Yrjön saada levähtää oikein rauhassa, nukkua niin paljon kuin suinkin, niin että hän saisi voimia päästäkseen todella parantumisen alkuun. Me päätimme oleskella parvekkeen muotoisessa ikkunansyvennyksessä juuri Yrjön oven ulkopuolella, josta kuulimme jokaisen äänen sairashuoneesta häntä läsnäolollamme häiritsemättä. Ja katselimme sieltä välkkyvää meren ulappaa.

Kaupungissa astuivat ihmiset kirkkoon ja urut soivat. Yli koko maan ne soivat tänä kirkkaana sunnuntaipäivänä, ja virrenveisuu nousi kuorona kirkot täyttäen ja levisi pitkin siintäviä selkiä ja metsäisiä rinteitä kauas syrjäisille poluille. Ja kaikissa kirkoissa puhuttiin tänään Kristuksen kirkastuksesta, miten hän yhtäkkiä nousi ystäviensä näkyvistä ja katosi auringonpaisteeseen. Se sana kertoi vapautuksesta ja onnesta, kaikkien toiveitten toteutumisesta. Oli

mahtanut silloinkin olla sellainen sabatinpäivä, jolloin öljyvuoret tuoksuivat ja laaksot huokuivat lämpöä ja hedelmällisyyttä ja päivä paistoi täydeltä terältä. Sellainen sabatti, jolloin voi ihmeitä tapahtua sen takia että päivä itse oli päivien ihme.

Palasin hetkisen jälkeen Yrjön luo. Hän nukkui vielä. Aurinko paistoi vinosti sisään ja valaisi hänen vuodettaan. Tuokion perästä hän heräsi ja näytti jotakin ajattelevan.

— Äiti — sanoi hän äkkiä — anna minulle vaatteeni kaapista!

— Ethän aikone nousta?

— En, mutta minun pitää etsiä pientä kuulaa, jonka olen kadottanut.

Katsoin häneen hämmästyneenä. — Äkillinen ahdistus kouristi sydäntäni — mitä tämä merkitsi? Hänen katseensa oli tyyni ja kirkas, mutta hyvin pingoittunut, hänen kätensä harhailivat levottomasti peitteellä, kuin hän olisi kiireesti tahtonut löytää kuulan. Kuumehouretta se ei ollut — mitä saattoi se merkitä?

Tein hänelle mieliksi ja otin esille kaapista hänen vaalean kesäpukunsa, joka hänellä oli ollut yllään hänen saadessaan ylioppilaslakkinsa ja viimeksi matkalla kotoa. Ja hän alkoi hapuilla taskuja, sitten takin ja housujen alaskäännettyjä ompeleita. Sitä tehdessään hän katsoi suoraan eteensä johonkin kaukaiseen etäisyyteen. Mutta hänen laihat sormensa etsivät ja etsivät, kopeloivat ja kopeloivat ompeleittenkin alta.

Tulin aivan kuumaksi tuskasta. Jospa lääkäri pian saapuisi!

Silloin astui isä sisään.

— Isä — sanoi Yrjö vakavasti — minun täytyy nyt olla kahden

äidin kanssa. Anteeksi, mutta hän auttaa minua juuri löytämään mitä etsin.

— Ja mitä sinä etsit?

— Tiedäthän — tuollaista kuulaa — olen käyttänyt sellaisia valokuvatessani.

— Mutta nythän sinä et sitä tarvitse.

— Tarvitsen minä — ne valaisevat äkkiä — niitä voi milloin tahansa käyttää.

Isä kalpeni ja katseli poikaa silmänräpäyksen neuvotonna, nyökkäsi hänelle lempeästi päätään ja lähti huoneesta telefonoimaan lääkärille.

Jäimme Yrjön kanssa kahden.

— Äiti — sanoi hän taas miltei käskevällä äänellä — anna minulle kaikki mitä minulla oli päälläni tänne tullessani!

Annoin hänelle lakin, harson, sukat — kaikki — ja hän tapaili taas reunoja ja ompeleita, silmissä tähystävä, kuulostava ilme.

— Sano, poikani, mitä sinä oikeastaan etsit?

— Sellaista, jota tarvitaan matkoilla.

— Mutta ethän sinä nyt tule matkustamaan.

— En tiedä — katsohan äiti, nouse tuolille ja katso, onko se vasemmalla hyllyllä — tuon kaapin — tuon — minä tarvitsen sitä

välttämättä.

Tein mitä hän pyysi.

— Ei, Yrjö, täällä ei ole mitään.

Astuin alas tuoliltani ja näytin hänelle tyhjät käteni.

Silloin hän huokasi syvään ja lakkasi etsimästä.

Sydämeni oli kuin kivi rinnassani, kun käänsin hitaasti kokoon kaikki nuo hänen matkatamineensa ja asetin ne takaisin kaappiin.

Hyvä Jumala — oliko hänellä sittenkin matka edessään!

Hän oli kääntynyt ikkunaa kohti ja piti kätensä hiljaa peitteellä. Näytti siltä kuin hän olisi unohtanut sen, mikä äsken oli häntä askaroittanut. Annoin hänelle siemauksen viiniä, järjestin tyynyt hänen päänsä alla ja näin että hän nukahti.

Käytävässä puhelimme hiljaa keskenämme. Emme voineet tätä selittää. Lääkäri oli saaristossa huvilallaan ja oli luvannut tulla tunnin kuluttua. Emme saaneet muitakaan käsiimme, sillä olihan sunnuntai ja kesän helteisin aika, jolloin lääkärit nauttivat vapauttaan, ja ne harvat jotka olivat kaupungissa, olivat tällä tuokiolla työssä muualla. Meidän täytyi odottaa. Istuuduimme taas nojatuoleihin käytävän ikkunan ääreen ja koetimme toivoa parasta. Ehkäpä tämä olikin käänne, jota aina odotettiin tällaisessa tapauksessa — olihan kuume laskeutunut, ja tästä päivästä alkaen ehkä saisimme seurata hänen varmaa paranemistaan.

Silloin kuulin äkkiä huudahduksen. Hypähdin pystyyn — katsahdin ympärilleni — se tuli kuin hyvin kaukaa:

— Äiti!

Ääni oli voimakas kuin olisi se voinut tunkeutua sairashuoneen kiviseinien läpi.

Kiiruhdin sisään.

Yrjö oli noussut kyynärpäilleen vuoteessaan ja katsoi minuun, selittämätön ilme silmissään. Hänen kasvonsa loistivat ja hänen silmänsä säteilivät jännitettyä odotusta.

— Äiti, kuka sieltä tulee?

— Kuuletko jonkun tulevan? — ehkäpä tohtori? — ehkäpä Kaima —!

— Oletko sanonut hänelle — olen odottanut — en ole ennen pyytänyt — mutta nyt —

— Olen Yrjö — jo lähetettiin sana.

Hän vaipui tyynylle ja varjo kulki hänen kasvojensa yli —.

— Äiti, minä en voi hengittää — —

Samalla silmät sulkeutuivat puoleksi — ja harmaa kalpeus levisi yli otsan — suun —

Heitin oven auki ja isä juoksi sisään. Hän näki silmänräpäyksessä kaiken, kiersi käsivartensa poikansa ympärille ja nosti hänet istualle rintaansa vasten.

Mutta yhä syvempi varjo peitti hänen kasvonsa.

— Yrjö! Yrjö!

Yrjö ei enää kuullut meitä.

Hänen päänsä lepäsi raskaana isän rinnalla ja hänen silmänsä olivat murtuneet.

38. Siinä me ihmislapset olimme maahan lyötyinä — masentuneina menehtymäisillämme.

Siinä olimme avuttomina vihlovan tuskan vallassa — tietämätöntä tietämättä — uskomatonta uskomatta — käsittämätöntä käsittämättä.

Katsoimme poikamme kalvenneita kasvoja — ja valoviirua, jonka hän oli jälkeensä jättänyt kadotessaan näkyvistämme.

Oi kaikkien kysymysten kysymystä!

Ja kaikkien arvoitusten arvoitusta!

Sinä olevaisuuden avain, jolla Jumala sulkee ja taasen avaa —!

Olimme siinä poikamme vuoteen ääressä — kuoleman voiman iskeminä — Jumalan sormen koskettamina.

39.

Ja mummo tuli kotoa kukkia tuoden.

Hän lyyhistyi tuolille peittäen vanhat kasvonsa käsiinsä ja hiljaa valittaen.

Hiljaa ja tuskissaan valittaen — kuin jos olisi hänen sydämensä lävistetty.

* * * * *

Mutta sinä Yrjö, minne olit hävinnyt? Mikä käsittämätön arvoitus!

Siinä olit sinä, mutta et sittenkään enää ollut.

Äsken puhuit — äsken katsoit sinä — minne pakenit?

Itse — itse — minne katosit sinä?

Yhtäkkiä ainiaaksi poissa!

Mutta voima ei kuole.

Ihmishenki ei sammu.

Olit lähtenyt luotamme, emmekä saaneet sinua häiritä kaipauksellamme ja kysymyksillämme.

Ainoastaan sydämemme pohjasta kiittäen sinua siunata.

40.

Muukalainen, joka oli käynyt meitä tervehtimässä, oli aamupäivällä ollut sairaalassa kysymässä Yrjön tilaa ja saanut kuulla hänen olevan parempana. Päivä oli tukahduttavan kuuma ja autiot kadut painostavan helteiset. Matka oli ollut pitkä, ja asuntoonsa palattuaan hän paneutui levolle.

Hän nukahti.

Jonkun tunnin kuluttua hän heräsi jälleen, nousi istualleen vuoteessansa, katsoi kysyvänä vanhaa, hienopiirteistä miestä, joka istui nojatuolissa hänen vieressään, ja sanoi:

— Mitenkä mahtaa olla Yrjön laita? Näin hänestä niin ihanaa unta.

Mies laski kirjansa pöydälle, nojasi tuolin selustimeen ja odotti. Ja nainen kertoi:

— Olin seisovinani sairaalan edustalla. Eilen illalla kävelimme siellä yhdessä, Yrjön äiti ja minä — mutta nyt oli aamu. Katselin merta, mutta kun käännyin mennäkseni sisään, tuli Yrjö astuen alas sairaalan portaita. Hän oli puettu vaaleanharmaaseen kesäpukuunsa, kuten viimein hänet nähdessäni, ja käsissään hänellä oli suuri määrä kukkia, värikkäitä ja minulle outoja, mutta ikäänkuin juuri puutarhasta poimittuja. Hän tuli kiirehtien siivekkäin askelin, ja hänen kasvonsa loistivat ilosta.

— Mitenkä? — kysyin hämmästyneenä. — Minne olette menossa?

— Menen matkalle — vastasi hän reippaasti.

— Te matkalle? — Ja tietävätkö ne tuolla sisällä teidän aikeistanne?

— En ennättänyt heiltä kysyä.

— Ettekö te ajattele heidän kauhuansa, kun huomaavat teidän lähteneen?

— Kauhuako? — Enhän minä kauas matkusta ja pääsen milloin tahansa takaisin.

— Niinkö? — Mistä teillä sitten on nuo kauniit kukkaset käsissänne?

— Ne sain heiltä — ne ovat heidän rakkautensa minuun!

— Ja kuitenkin te riennätte heidän luotaan pois?

— Ah, ei se mitään merkitse. — Sanokaa te heille, että kaikki minkä ovat minulle antaneet, sen lähetän heille takaisin — moninkertaisesti. Sanokaa heille, että tulen takaisin monin tavoin tuhansin muodoin! —

Ja näin että kellertävä valo ympäröi häntä. Se oli kuin auringonnousun enne — se kasvoi — se punertui — se hehkui kullankarvaisena. Muistin nähneeni sentapaista joskus ennenkin jonkun maalarin mielikuvituksen ja pensselin tuotteena —? Missä — Roomassa? — Guido Renin aamuruskon taivaana Auroran takana. Tiedäthän!

Vanha mies nyökkäsi päätään.

— Ja Yrjö seisoi keskellä aamuruskoa ja kiirehti pois. Mutta aurinko kultasi kiviportaat, veistokset, seinät, puut ja puistot. Se heitti heijastuksensa yli kiiltävän ulapan, se sulki maat ja taivaat hohteeseensa. Ja nuori mies oli hohteeseen hävinnyt.

41.

Sitten sytytimme ne kahdeksantoista kynttilää, jotka olivat hänen elämänsä kahdeksantoista vuotta. Liekkukoot ne hautakappelin hämärässä ja sammukoot yksitellen, kuten hänen vuotensakin olivat sammuneet.

Noudimme kotoa sen korkean kellokukan, joka täydessä kukassa ollen oli kuin valtava vahakynttilä, ja asetimme sen hänen leposijansa pääpuoleen. Taittukoon ikkunasta tuleva valovirta sen lumivalkoiseen kruunuun.

Hymiskööt sitten urut hänen lapsuutensa laulua säestäen. Se oli häntä varten säestetty ja vuosittain jouluna laulettu hänen kodissaan.

Hänelle oli hänen isänsä tehnyt virren ja Kaima aamuhymnin, ja vanha perheenystävä professori kauniin muistorunon. Ei tarvinnut hänen hahmonsa lähteä laulutta, runotta eikä kukatta maan poven lepoon.

Kiviä ja santaa!

Ja kuitenkin tahdoimme viettää hänen muistojuhlaansa eikä hänen hautajaisiaan.

42.

* * * * *

Syksy oli saapunut. Silloin palasi matkaltansa hän, jota Yrjö ei koskaan väsynyt saattamaan ja taasen kohtaamaan ja jota mekin olimme malttamattomasti odottaneet, saadaksemme puhua hänen kanssaan pojastamme.

Hän tuli rata vallin portaita alas. Katsomatta ympärilleen hän astui suoraa päätä liejuisen maantien yli odottavaa kohti.

Ja hän sulki odottajan syliinsä ja painoi poskensa poskelleni. Minkälainen kevät ja kesä hänestä uhkui! Kyyneleet valuivat hänen silmistänsä ja kostuttivat hänen kasvojansa, mutta hän katsoi vain kosteitten silmäripsien lomitse eteensä kotiamme, joka siinä näkyi koivujen takaa.

— Miksi? — Miksi piti sen tapahtua?

Kuljimme vaieten käsikädessä syksyisen pilvitaivaan alla lautakäytävää pitkin. Molemmin puolin kiilsivät mustat peltomaat ja maantienkuopat olivat vettä täynnänsä. Ne peitti ohut jääkuori, joka särkyi pienestäkin kosketuksesta. Harmaata ja liikkumatonta oli kaikki. Surullista oli kaikki. Lakastunutta oli kaikki.

Siinä oli veräjä. Niin monta kertaa iloisesti auki temmattu. Hakanen nousi ja portti sulkeutui itsestään. Siinä oli tuttu tie, ruusupensaat molemmin puolin. Kun ne juhannuksena kukkivat, oli käytävä valkoisten ruusulehtien vallassa. Sivuutimme hitaasti korkeat koivut.

Tien käänteessä verannan ovella seisoi isä meitä vastassa.

Hän oli iloisen näköinen, sillä olihan nyt Marja luonamme. Hän, joka tiesi pojastamme enemmän kuin kukaan muu ja joka ei väsyisi

hänestä kertomasta.

Marja riippui isän kaulassa ja Kirsti odotti vain vuoroansa lentääkseen hänen syliinsä. Palvelijatkin kiersivät keittiön portaita häntä tervehtimään.

Mutta hän, joka ennen vallatonna oli rynnännyt sisään ja sitten vihurina huoneitten läpi ja portaita ylös yläkertaan, astui nyt vitkalleen miltei seiniin painautuen. Äänetönnä hän lähenteli sinun huoneesi ovea, Yrjö, peitti kasvonsa käsiinsä ja nyyhkytti rajusti. Ovi oli raollaan, kuin olisit juuri lähtenyt huoneestasi ulos.

Ja Marja hoiperteli sisään.

Voi sen pienen huoneen muistoja! Jokainen esine oli hänelle tuttu. Kirjojesi rivit hyllylläsi, monet kerrat yhdessä katsotut. Kirjoituspöytäsi laatikot, yhdessä pengotut. Pikku tavarat pöydälläsi — kynätelineesi, suurennuslasisi — kaikki entisellään. Tuossa oli lamppu, jolla olit näyttänyt hänelle tietä rappusissa. Tuossa avainkimppusi — tuossa nuo pikkuesineet, joita olit kantanut taskuissasi. Sinulla oli tuskin mitään, jota et ollut hänelle joskus näyttänyt.

Siellä oli myöskin kehityspuitteet ja siinä kuva, jonka olit auringonpaisteessa kehittänyt istuessamme mäellä viimeisenä päivänä ennenkuin menit konepajaan. Marja otti sen käteensä ja katseli sitä. Hän näki siinä sinut ja itsensä Kaivopuiston juhlan jälkeisenä päivänä, jolloin Martti veli oli valokuvannut teidät yhteisine kukkinenne Marjan kodissa.

Miten arvoituksellinen oli elämä! Mikä tarkoitus mahtoi siinäkin olla, että Marjan piti seistä tuossa itkemässä? Miksi piti isän

menehtyä kaipaukseensa ja suruunsa — miksi piti kotimme jäädä autioksi kuin hävitystään odottaen?

Mutta turhaa on kysyä. Tule, Marja, tule isän huoneeseen ja anna hänelle nuoruutesi lohdutusta. Sinulla on tulevaisuutesi, kaikesta huolimatta. Itse et siitä nyt tiedä, mutta tuolla tienkäänteessä se sinua odottaa. Silti tämä nuoruutesi tarina ei menetä pyhyyttään elämässäsi, ja se tulee sitä aina tuhannesti rikastuttamaan. Tule, anna isän se aavistaa, anna hänen katsoa elämään nuorilla silmilläsi. Ja puhu hänelle siitä jota hän aina ikävöi, puhu meille molemmille Yrjöstä!

Silloin Marja puhui sinusta, Yrjö. Kuinkahan kauan me siinä muistojamme täydensimme, sitä en aavista. Kysyimme häneltä tiettyäkin, vain houkutellaksemme häntä kertomaan lisää. Ja kaikkien kysymystemme alla piili arkana se yksi ja tärkein, jota emme voineet keneltäkään suoraan tiedustella. Mutta Marja aavisti sen sanojemme alta. Ja kun hän vakuutti, että sinä olit kodissasi onnellinen ja että teillä molemmilla oli tapana kilvan kehua kotejanne, niin se oli kuin juomaa erämaan janoavalle vaeltajalle.

— Sanoiko Yrjö sen milloinkaan suoraan?

— Sanoi toki monta kertaa. Silloinkin kun tapasimme viimeisen kerran ennen matkaani ja hän kertoi minulle siitä yöllisestä keskustelusta.

— Miten hän silloin sanoi?

— Että hän oli sen yön jälkeen kokonaan vapautunut ja että hän nyt vasta oikein tiesi, miten paljon hän teistä piti.

Emme kysyneet enempää — eikä meidän tarvinnut enää kaipauksella ikävöidä Yrjön omaa suoraa vastausta.

43. Sen jälkeen kun sinä, Yrjö, lähdit, ei meillä ole arkea ollutkaan. Sinä olet kokonaan täyttänyt jokaisen sunnuntain kuten tänään, ja se sama sunnuntaitunnelma on seurannut meitä läpi viikon, kunnes on koittanut uusi sunnuntai, joka on vaeltanut päivää kohti ja laskeutunut iltaan, kuten tämäkin päivä, jolloin olemme yhdessä entisiä muistelleet.

Sentakia meistä nyt perästäpäin tuntuu siltä kuin olisi elämäsi ollut yhtämittainen, päivänpaisteinen pyhäpäivä. Oli sunnuntai, kun maailmaan saavuit, ja sunnuntai, kun lähdit. Ja sunnuntain olet jättänyt jälkeesi kodillesi.

Se onkin meille tarpeen. Sillä emme ole jaksaneet vielä arkitouhuihin antautua.

Katso isää tässä, Yrjö! Milloin luulet sinä hänen voivan elämää ajatella? Kasvot ovat kalvenneet, katse sisäänpäin kääntynyt. Maailma on niin kaukana, ettei mikään ääni sieltä saavuta häntä. Vaikka hän kuulee ääntemme sorinan, niin luulee hän ehkä sittenkin vain kuuntelevansa omien ajatustensa kulkua. Jospa hän jaksaisi luottaa siihen, että niin rikkaana lähdit, että sentakia taaksesi katsot ja viivähdät meillä! Mutta kysymykset eivät jätä häntä rauhaan. Hän kysyy kysymistään saamatta mistään vastausta — — kysyy tuota

kysymysten kysymystä, johon elämä ja iäisyys eivät vastaa — tuota tuskallista miksi ja mitä varten?

Mutta mehän emme tiedä miksi ja mitä varten, emmekä saa tietää. Lähdit pois ja tulit takaisin ja muistat sinäkin menneisyyttämme ja menet edelleen ja tottelet Korkeimman tahtoa. Luulen, että olit jo opittavasi oppinut, olit jo ennen jossain koulusi käynyt ja olit jo tullessasi miltei valmis. Mutta kai sinulla oli muutamia jumalallisia sanoja vielä tajuntaasi painettavina, ja kun olit ne oivaltanut, sait kutsun pois. Hyvä olisi meistä ollut, jos olisit jäänyt tänne meidän muiden tähtemme, sillä me kaipaamme kipeästi sinunlaisiasi ristiriitaiseen maailmaamme. Mutta kai tehtäväsi oli suoritettu ja sinulla oli tärkeämpää tehtävää muualla. En tiedä.

Emmehän varmuudella tiedä mitään kaikkein syvimmistä asioista. Niiden suhteen voimme ainoastaan aavistaa. Olen sentakia lakannut kysymästä, kun en sittenkään saa mihinkään vastausta, ja sen sijaan uskon. Uskon lujasti siihen, että vaikka lähditkin, olet kuitenkin luonamme uudella tavalla ja täytät elämämme uudella voimalla, josta meillä ei ole ennen ollut aavistustakaan. Eikä minun tarvitse edes uskooni turvautua, sillä tunnen sen, huomaan sen kaikesta.

Koettakaamme saada isäkin huomaamaan se. Hän on tähän asti katsonut vain siihen raollaan olevaan oveen, jonka taakse katosit, ja siihen valosäteeseen, jonka jälkeesi jätit. Joskus tuntuu kuin hänkin olisi nähnyt jotakin sen oven takana häämöttävän ja saanut sen hivuttavan ikävän. Sinuako hän niin katkerasti kaipaa? Sinuako, Yrjö? Vai olisiko hänkin valmis?

En tahdo ajatella sitä ajatusta loppuun asti. Hän on tänään kanssamme muistellut kaikki yhteiset muistomme ja hänen kiikkutuolinsa jalas on pysähtynyt. Hänen otsansa vaot ovat

silenneet ja hänen silmäinsä ilme on käynyt eloisammaksi. Hänen sydämensä taakka on tänä rauhaisana sunnuntai-iltana keventynyt. Katso, hän ottaa kätensä pois silmiltään ja hymyilee meille.

Ja talossa on niin äänetöntä, ettei kuulu hiiskahdustakaan. Lampun valossa näemme huurteisten oksien tuskin huomattavasti huojuvan ikkunaimme edessä.

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