Consumer Sentiment 2015 Q1 Barbados

Page 1

Consumer Sentiment 2015 Q1 Summary Consumer confidence is a unique gauge of economic activity. It is the measurement of what individuals and households think is going to happen in the future. Therefore, consumer confidence reports are one of the few forward looking data sets available to members of the public which are also of importance to business owners and executives within the wider business community. Consumer confidence reports therefore represent an important source of information for businesses, consumer advocates, researchers and policy makers. Because of the uncertainty involved it is strongly recommended that a variety of information sources be utilized by both the business community and policy makers for more effective decision-making. ABELIAN Consulting Services, in collaboration with the Barbados Today has set about trying to understand consumer confidence levels over time and have developed this series of surveys. The objective is to assess what households are experiencing and to communicate these in a manner that lead to better policy making. There reports will also assist the local business community in their forward planning and decision-making by having greater access to timely LOCAL data and information. Businesses therefore do not have to rely exclusively on the release of national data for information of this nature. This is the first instalment of the Consumer Sentiment for Barbados and we wish to sincerely thank the team at Barbados Today for facilitating the survey. We wish to especially thank the many individuals that took the time out of their busy schedules to participate in the survey and answering the questions.

Conducted by ABELIAN Consulting Services in collaboration with Barbados Today Barbados June 01, 2015


Consumer Sentiment 2015 Q1 - Barbados

SURVEY METHODOLOGY The

Consumer

designed

questions in the surveys whilst also taking into

Sentiment

survey

executed

to

and

was

capture

consumer responses in Barbados.

consideration any relevant issues currently affecting their industry and/or sector.

responses are then converted into a net balance statistic via the calculation:

The survey questions were designed by the team at ABELIAN and have taken feedback from other source including participants. The survey

would

allow

for

The

benchmarking

confidence levels among consumers in Barbados against other countries over a period of time. Opening on March 05, 2015 and closing on

đ?‘›đ?‘›đ?‘›đ?‘›đ?‘›đ?‘› đ?‘?đ?‘?đ?‘?đ?‘?đ?‘?đ?‘?đ?‘?đ?‘?đ?‘?đ?‘?đ?‘?đ?‘?đ?‘?đ?‘? (%) = ďż˝ Where đ?‘–đ?‘– is

the

social media by ABELIAN and the website of Barbados Today to a wider cross section of

number

of

“improved�

responses; đ?‘‘đ?‘‘ is the number of “deterioratedâ€?

responses; and đ?‘&#x;đ?‘&#x;đ?‘&#x;đ?‘&#x;đ?‘&#x;đ?‘&#x; is the number of “remain the sameâ€? responses;

F IGURE 1: C ONFIDENCE R ANGE

Monday April 20, 2015, the survey was distributed exclusively online via email and

(đ?‘–đ?‘– − đ?‘‘đ?‘‘) ďż˝ ∗ 100 (đ?‘–đ?‘– + đ?‘‘đ?‘‘ + đ?‘&#x;đ?‘&#x;đ?‘&#x;đ?‘&#x;đ?‘&#x;đ?‘&#x;)

Very low -100 -60

Low

Balanced -20

Moderate +20 +60

High +100

the consumers in Barbados.

Figure 1 shows the range of the net balance

The questions were short and simple and took

improved

on average approximately 7 minutes to complete for most respondents.

statistic which has a minimum of -100 (0 and

remained

the

same

responses) and a maximum of +100 (0 deteriorated

and

remained

the

same

The privacy of all respondents are fully

responses).

maintained as responses are anonymous

Research shows a strong positive correlation

and this shall be maintained at all times.

between

Although the survey is qualitative in nature, the reported statistic for each question is a single

net

balance

number

where

applicable. That is, for each question the respondent is asked to indicate “improved� or

“increased�,

“deteriorated�

or

metrics

confidence

and

on

the

greener

end

of

the

confidence spectrum tend to have stronger economic

performance

which

is

underpinned by the robust consumer and business activity.

“decreased�, or “remained the same�. Respondents are expected to extrapolate from their own experience driven by internal performance data when answering the

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consumer

economic growth. Countries with consistent

Page 2 of 13


Consumer Sentiment 2015 Q1 - Barbados

Consumer Analytics

Nearly 2 out of every 3 respondents (62%)

The majority of respondents to this survey

were employed for wages of which 20.6%

were urban Barbados which is consistent with

earned $25,000-$49,000 and 17.9% earned

population patterns. However, nearly 30%

$50,000-$74,999.

were from Christ Church and just over 20%

24. Please indicate your current employment status.

from St. Michael with St. James following closely with 15%. Responses

Percent

Christ Church

88

29%

St. Andrew

2

1%

St. George

21

7%

St. James

44

15%

St. John

3

1%

St. Joseph

4

1%

St. Lucy

10

3%

St. Michael

62

21%

St. Peter

10

3%

St. Philip

42

14%

St. Thomas

15

5%

TOTAL

301

100%

Skipped

31

1%

Out of work but not currently looking for work

5%

Retired

1%

Security forces (Military, Police, etc.)

16%

Self-employed 1%

Unable to work 0%

10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Majority of respondent (62%) were employed for wages, followed by those self-employed at 16%. 22. What is your age group? 16%

55 or older

24%

45 - 54

30%

35 - 44 25%

25 - 34 4% 2%

17 or younger 0%

household annual income of less than

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

NUMBER OF RESPONDENTS

26. Please indicate your total household annual income.

There were 332 responses to the Consumer Sentiment survey for 2015 Q1.

15% 25%

$25,000 - $49,999

28%

$50,000 - $74,999

$100,000 or more

8%

Out of work and looking for work

40% of respondents indicated having total $50,000.

62%

Employed for wages

18 - 24

$75,000 - $99,999

6%

A student

Parish

Less than $25,000

1%

A homemaker

12% 20% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

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Consumer Sentiment 2015 Q1 - Barbados

Household Financial Situation 2. How has the financial situation of your household changed in the current quarter compared to the same quarter a year earlier?

1. How has the financial situation of your household changed in the current quarter compared to a quarter earlier?

18%

Deteriorated a lot 11%

Deteriorated a lot

47%

Deteriorated somewhat 38%

Deteriorated somewhat

11%

Improved somewhat

43%

Unchanged

23%

Unchanged

2%

Improved a lot 8%

Improved somewhat

0%

10%

20%

30%

40%

50%

60%

70%

80%

90% 100%

0%

Improved a lot 0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

Net balance (%):

100%

-52%

Confidence: LOW

Net balance (%):

-40%

When asked to compare the same quarter

Confidence: LOW

49%

of

financial

respondents situation

generally

of

their

felt

the

household

deteriorated in the first quarter of 2015 compared to the last quarter of 2014.

13%

earned

$25,000-$49,999

annually and 10% earned $50,000-$74,999 annually. 43% indicated an unchanged financial position for their households.

This

generated a LOW net balance statistic of 40%

which

indicate

low

consumer

confidence.

households

had

deteriorated.

Approximately 36% of these persons earn less 25% of these

household had 1 or 2 children under 17 residing therein. Almost one quarter of these persons also indicated

an

expectation

that

their

household financial situation will deteriorate over the next 12 months, slightly higher than those

that

expected

their

situation

indicated their household financial situation has either remained unchanged or had in fact improved. The distribution of incomes

The net balance was estimated as being LOW at -52%, showing lower confidence for this metric. Overall, the financial situation of household appear delicately poised as demonstrated by the two confidence measures above.

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to

improve over the same period.

On the brighter side, 51% of respondents

within this cohort was much more even.

indicated the financial situation of their

than $50,000 annually.

Of these 15% earned less than $25,000 annually,

one year earlier, nearly two-thirds (64%)

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Consumer Sentiment 2015 Q1 - Barbados

Looking

3. How do you expect your household’s financial situation to change in the next 3 months?

greater

their

financial

position to change in the next 3 months, this

1% 0%

for

Whilst 55% don’t expect their financial

20%

Will improve a lot

expectations

shorter term.

55%

Will not change Will improve somewhat

sentiment

positions in 12 months’ time than in the

20%

Will deteriorate somewhat

consumer

appears more positive. More persons have

4%

Will deteriorate a lot

forward

10%

20%

30%

40%

50%

Net balance (%):

60%

70%

80%

90% 100%

percentage declines to 42% when asked about the next 6 months. If further declines

-3%

Confidence: NEGATIVELY BALANCED 4. How do you expect your household’s financial situation to change in the next 6 months?

to 29% when asked about their household financial situation in 12 months’ time. This results in the net balance metrics for these 3 time period moving from negatively

4%

Will deteriorate a lot

balanced for the next 3 months to positively 24%

Will deteriorate

balanced for both the 6 months and 12 42%

Will not change

months ahead time periods. More of the

26%

Will improve

respondents that indicated an unchanged

5%

Will improve a lot 0%

10%

expectation to their financial situation for the 20%

30%

40%

50%

Net balance (%):

60%

70%

80%

90%

100%

about

+3%

Confidence: POSITIVELY BALANCED

those

more

pessimistic.

expected financial position. This in itself is an

23%

indication of the weakness in consumer 29%

Will not change

confidence among households in Barbados.

34%

Will improve 7% 10%

than

improvements and deteriorations in their

Will deteriorate

0%

fortunes

increases in respondents indicating both

7%

Will improve a lot

their

As can be seen in the charts, there were

5. How do you expect your household’s financial situation to change in the next 12 months? Will deteriorate a lot

next 3 months, appear to be more optimistic

20%

30%

40%

Net balance (%):

50%

60%

70%

80%

90%

100%

+11%

Confidence: POSITIVELY BALANCED

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Consumer Sentiment 2015 Q1 - Barbados

Overall Economic Situation

With respect to performance in the second

Respondents were not particularly optimistic

quarter of 2015 consumer confidence was

about short term economic prospects in

also measured as being LOW on the scale

Barbados.

but more positive when compared to 2015 Q1.

6. How do you think the overall economic situation in Barbados performed in the current quarter compared to a quarter earlier?

economic situation in the second quarter will deteriorate, and the same percentage also perceived economic activity in 2015 Q2 will

12%

Will deteriorate a lot

44% of respondents thought the

remain the same when compared to 2015

41%

Will deteriorate somewhat

Q1.

34%

Will not change 12%

Will improve somewhat

13. How, do you think, unemployment will change in the next six months?

1%

Will improve a lot 0%

10%

20%

30%

40%

50%

60%

70%

80%

90% 100% 14%

Will increase a lot

Net balance (%):

-41%

Confidence: LOW

24%

Will not change

Expectations on economic performance in 2015 Q1 were LOW.

37%

Will increase somewhat

Notwithstanding the

18%

Will decrease somewhat 6%

Will decrease a lot 0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

seasonal element, 53% of consumers thought

Net balance (%):

the economy deteriorated in the first quarter of 2015 when compared to the last quarter of 2014. Only 13% thought it would improve which points to a perception of a lack of momentum in current economic activity. 7. How do you expect the economic situation in Barbados to change in the next 3 months?

10%

in the economy as more than 50% expect the unemployment to increase over the next 6 months. Overall confidence for this indicator

term. 20%

labour

market

results

appear

on the overall economic situation in the short

12% 0% 0%

their expectations for employment prospects

consistent with the forward looking sentiment

44%

Will not change

Will improve a lot

Respondents were also not very positive with

These

35%

Will deteriorate somewhat

Will improve somewhat

Confidence: LOW

is LOW.

9%

Will deteriorate a lot

-27%

30%

40%

Net balance (%):

50%

60%

70%

80%

90% 100%

-33%

Confidence: LOW

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Consumer Sentiment 2015 Q1 - Barbados

Prices Expectations An overwhelming majority of respondents

8. How has your average living cost changed in the current quarter compared to a quarter earlier?

(70%) indicated that on average, their cost of living increased when compared to a

5%

Increased extremely

quarter earlier. The net balance statistic for

24%

Increased significantly

this indicator is LOW on the confidence range

40%

Increased somewhat

at -58%.

19%

Unchanged 12%

Decreased 0%

10%

20%

40%

30%

50%

60%

Net balance (%):

70%

80%

90%

100%

When asked to compare with the same quarter one year earlier (2014 Q1), 76% reported an increase in their average cost of

-58%

living. As a result, the estimated confidence

Confidence: LOW

level for this indicator is VERY LOW at -62%.

9. How has your average living cost changed in the current quarter compared to the same quarter a year earlier?

The overall price pressure on individuals and household appear quite evident from these

11%

Increased extremely

results. 30%

Increased significantly

Of those that indicated that their average

35%

Increased somewhat

cost of living increased significantly or

10%

Unchanged

extremely, 81% earn annual incomes of less

14%

Decreased 0%

10%

20%

30%

40%

50%

60%

Net balance (%):

70%

80%

90%

100%

reportedly experienced the greatest impact

-62%

of price increase over the past year.

Confidence: VERY LOW

Looking ahead consumer price expectations

10. How do you think prices will change in the next quarter?

are not much brighter as some 82% expect prices to increase in the next quarter. A ray

17%

Will increase at faster rates

of sunshine is that more persons (22%) expect

43%

Will increase at the same rates

prices to increase at a lower rate than at a

22%

Will increase at lower rates

faster

15%

Will not change

0%

10%

rate

(17%) in

the

next

quarter.

Therefore the confidence metric for this

3%

Will decrease somewhat

than $75,000. Those earning $25,000-$49,000

20%

30%

40%

50%

60%

70%

Net balance (%):

80%

90%

-80%

100%

indicator is rated VERY LOW at -80% as only 3% of respondents expect prices to decrease.

Confidence: VERY LOW

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Consumer Sentiment 2015 Q1 - Barbados

Looking

11. How do you think prices will change in the next year?

However, more persons (28%) expect prices

5%

to increases at a faster rate than at a lower

4%

Will decrease somewhat 0%

10%

20%

30%

40%

50%

60%

70%

80%

Net balance (%):

90%

100%

-88%

Confidence: VERY LOW

by more than 4% in the next year.

50% 20%

Of the 51% of consumers who expect

1%

unemployment to increase over the next 6

4%

will fall 0%

10%

20%

30%

40%

50%

60%

70%

80%

Net balance (%):

90%

100%

financial situation to worsen over the next 6 months. The conclusion is that consumers by a margin

14%

of 2:1 expect inflation to be at least the same

37%

Will increase somewhat 24%

Will not change

level over the next 12 months which if

18%

Will decrease somewhat

realized and with no significant changes in

6% 0%

10%

20%

In addition, though employment prospects these respondents expect their household

13. How, do you think, unemployment will change in the next six months? Will increase a lot

months, 30% earn less than $50,000 annually. do not appear especially bright, only 16% of

-72%

Confidence: VERY LOW

Will decrease a lot

When asked to quantify prices changes, half

quarter of respondents expect prices to rise

will rise 2 - 4% will rise 0 - 2%

increase at the same rates.

between 2-4% over the next year. One

25%

will rise more than 4%

rate (25%) whilst 39% expect prices to

of respondents expect inflation to rise by

12. How much, do you think, prices will change in the next year?

will not change

prices

prices to increase over the coming year.

25%

Will not change

year,

months ahead. 92% of respondent expect

39%

Will increase at the same rates Will increase at lower rates

one

expectations are also very similar to the 3

28%

Will increase at faster rates

ahead

30%

40%

50%

60%

Net balance (%):

70%

80%

-27%

90%

100%

incomes or employment prospects could likely result in financial distress on more individuals and households.

Confidence: LOW

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Consumer Sentiment 2015 Q1 - Barbados

There were 307 responses to these questions

Expenditure and Savings 14. Do you think now is the best time to make large purchases (such as furniture items, household appliances)?

related to expenditure and savings with consumer attitudes appearing to be mixed this quarter.

No, it is not a good time. Such purchases should be left for later

63%

Nearly two-thirds of respondents thought that now was not a good time to make large

34%

Time does not matter for making such purchases

purchases. As to be expected of this 63%,

4%

Yes, now is the best time to make such purchases

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Net balance (%):

48% earning less than $75,000 annually. These sentiments generally reflect the price expectations

-59%

as

well

as

employment

prospects in the economy at the moment.

Confidence: LOW

As a result, the level of confidence for this 15. Compared to the past quarter, for large purchases (such as furniture items, household appliances), in the current quarter you have spent:

indicator was quite LOW at 59%. With regard to actual expenditure it appears

33%

A lot less

purchases of consumer durables and the like

21%

Less

have been a lot less at both time period

28%

More or less the same

examined. Compared to the 2014 Q4, 54%

13%

Somewhat more

bought less of these items which is almost

5%

A lot more 0%

10%

20%

30%

40%

50%

60%

70%

Net balance (%):

80%

90%

100%

which was 53%. This is an indication of the

-36%

softness in economic activity and consistent

Confidence: LOW

with the prices expectations and other economic indicators. Both of these metrics

16. Compared to the same quarter last year, for large purchases (such as furniture items, household appliances), in the current quarter you have spent:

also

23%

Less

0%

10%

LOW

on

the

not taken root as these are key indicators of

6%

A lot more

being

particular shows that economic recovery has

12%

Somewhat more

as

The relative closeness of these two metrics in

29%

More or less the same

measure

confidence range.

30%

A lot less

identical to the level bought in 2014 Q1

20%

30%

40%

50%

60%

Net balance (%):

70%

80%

90%

-34%

100%

consumer confidence which are precursors for economic growth.

Confidence: LOW

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Page 9 of 13


Consumer Sentiment 2015 Q1 - Barbados

Expenditure and Savings

Despite the circumstances surrounding the financial

17. Taking into account the overall economic situation, do you think now is:

households situation,

14%

A very unfavourable time to save

20%

30%

40%

50%

60%

Net balance (%):

70%

80%

90% 100%

surprising

given

the

second quarter of 2015. This announcement made in early April did not appear to significantly influence the perception for

35%

Not sure

savings.

26%

On saving in the next quarter, consumer

3% 0%

somewhat

savings would be liberalized during the

25%

Highly possible

is

Barbados that the minimum deposit rate on

12%

Possible

of

announcement of the Central Bank of

18. Do you think that, in the next quarter, saving would be:

Impossible

(63%)

MODERATE and the highest for this survey. This

+33%

Confidence: MODERATE

Totally impossible

two-thirds

economic

The confidence rating on this metric was

32%

A very good time to save 10%

overall

and

sentiments regarding saving.

31%

A good time to save

0%

nearly

the

individuals

to save. 30% didn’t share such positive

7%

Not sure

and

of

respondents thought NOW was a good time

16%

An unfavourable time to save

situation

10%

20%

30%

40%

50%

60%

70%

Net balance (%):

80%

90%

100%

-8%

Confidence: NEGATIVELY BALANCED 19. Which of the following sentences describes most accurately the actual financial situation of your household?

To cope with expenditures, we are also using our savings

We are saving a lot

rating

was

NEGATIVELY

BALANCED for this indicator. When asked to describe their current actual

quite good given their low perception of

16%

economic activity. Not surprisingly, of the 43%

2% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

Net balance (%):

-25%

either borrowing or using savings to cover expenses 25% earn less than $50,000 annually.

Confidence: LOW

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overall

without utilizing savings or borrowings. This is

39%

We are saving a little

the

(57%) are able to cover their expenses

31%

We cover expenses only through our income

current financial situation of households as

financial situation, a majority of households

12%

We are borrowing to cover recurring living expenses

sentiment in this regard more reflected

Page 10 of 13


Consumer Sentiment 2015 Q1 - Barbados

Feedback The following is a selection of comments provided by respondents on general issues affecting households in Barbados.

A lack of knowledge on how to better manage their finances and not be duped by predators in society who use psychology techniques and marketing strategies to take advantage.

It is impossible to eat a balanced and healthy diet not only because of the cost but the availability

and

supermarkets.

quality

of

food

in

the

Utility costs in respect of BWA

have increased 300%+ since introduction of the digital meters. Taxes have been increased with

Increased taxation on consumers and increased duties and taxes on goods, while disposable

the Solid Waste tax. Insurance costs for property are prohibitively high.

income either has plateaued or declined. The economic situation is too uncertain in many cases for any real growth or development in households. The cost of food continues to rise.

Job losses. High food, gas prices. Lack of money

Saving and investment has become increasingly

that is needed, to pay for the supply of vital items

difficult.

needed for medical services at the Hospital. Increased & added taxes.

The high cost of goods and services. I cannot

The BWA rates are hurting households plus some

see a sliver of an opportunity to save. Even fresh

households only have one working person cost

fruits and vegetables are expensive!

of food keeps rising although the price of fuel has gone down the only ease we as consumers got is from light and power but no one is saying

The increasing NCD's impact on the health care/medication and its cost on tax payers. There need to be more alternatives available in the food/manufacturing sector. The level of taxation is having a significant impact on households. What is ironic is the decrease in fuel prices but not in consumer goods, in most cases there have been increases.

thanks to them and because things are bad a lot of inferior things are being sold in supermarket and people are buying because there can do no better they have to feed they family

The drive for growth in business is fueled by achieving more profit at the expense of value. People are influenced to buy new products and discard old ones with faults that could be fixed or with no faults at all. We are also influenced to live beyond our means.

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Consumer Sentiment 2015 Q1 - Barbados

Economic Analysis In this section, we offer some limited economic insights from the survey responses to put the results in context. Recall from the methodology section that robust economic growth is usually accompanied by confidence level ranging from moderate to high as shown below. F IGURE 2: CONSUMER C ONFIDENCE R ANGE Very low -100 -60

Low

Balanced -20

Moderate +20 +60

High +100

Our preliminary analysis of the 2015 Q1 results shows that overall consumer sentiment in Barbados is LOW having been estimated at -35% on the confidence range. The financial situation of households is negatively balanced at -16% with forward looking expectations (+4% on average) significantly brighter than the current expectations (-46% on average). The overall economic situation as perceived by respondents is LOW with -37% as the confidence rating. The cost of living metrics were collectively the lowest in the survey with 4 out of 6 indicators ranking as VERY LOW, thereby resulting in an overall confidence ranking of -65%. Pricing pressures are a significant driver of consumer confidence and with very low sentiment prevailing in the market consumption is likely to be dampened further in the near term. This is backed up by the sentiment regarding large purchases as consumers have indicated LOW confidence in expenditures on large purchases over the last year and further 63% didn’t think now was the best time for these purchases. The outlook for savings is mixed as 63% thought now was a good time to save but only 29% thought it was actually possible to save in the next quarter. Conversely, 37% didn’t think it was at all possible to save in the next quarter. The overall sentiment for expenditure and savings was therefore estimated at -22% (LOW) during the first quarter of 2015. Though these are the first results of the survey, they point to households and consumer confidence that don’t appear to have the capacity to support robust economic activity at this time. We are cautious about their overall interpretation since this is just a snapshot and we will need more data with which to form a more in depth view on consumer sentiment. International research has consistent shown a direct link between consumer sentiment and economic growth. On that basis and putting these results in context, something will have to drastically change in a positive way in both the perception and reality of households that will help create and support the conditions for economic growth. If these results hold for the

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Page 12 of 13


Consumer Sentiment 2015 Q1 - Barbados

foreseeable future with respect to the sentiment of consumers then the Barbados economy will not likely experience significant growth unless externally driven by foreign direct investment. Based on these results, local businesses that rely on the domestic market for most of their activity will also likely experience low confidence due to the prevailing low consumer confidence. Savings represent future consumption and though this sentiment appears brighter than spending, the mechanics and motivation to save may be compromised due to the liberalization of interest rates of deposits in addition to low expectations regarding cost of living of households.

Acknowledgements We would like to thank the management and staff of Barbados Today for providing support in executing the survey. Special thanks to Editor in Chief, Ms. Kaymar Jordan for spearheading efforts to raise awareness and advocacy on behalf of consumers in Barbados by leading this initiative. We would also like to thank Mr. Ian Walcott, Partner Consultant at Global Expert Systems for his invaluable feedback and technical assistance in the design and deployment design of the survey. A very special thank you to all those that participated in completing the survey. We look forward to your continued support.

Legal Disclaimer This report provides information designed to help users cope with their own business, financial, legal and other needs. This information is not the same as retaining experts in those fields for advice. Although we go to great lengths to ensure the information is accurate, we strongly recommend you consult an expert, including but not limited to an economist, accountant, financial services consultant, lawyer or other professional as appropriate. Nothing contained in this report is to be considered as the rendering of financial, professional, legal or other advice for specific cases, and users are responsible for obtaining such advice from their own financial, legal or other counsel.

The information contained in this report is intended for educational, background and

informational purposes only.

www.abelianconsulting.com

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