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1 29 th June 2017 DECLINING RESPONSE RATES AND THEIR IMPACT Keith Bolling, Kantar Public UK Patten Smith, Ipsos MORI Evidence and contributions supplied by: BY…

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Page 1: Declining response rates and their impact, Ipsos Mori (PDF)the-sra.org.uk/wp-content/uploads/keith-bolling-and-patten-smith... · 24 1: How vulnerable to NR bias are the key variables?

© 2016 Ipsos. All rights reserved. Contains Ipsos' Confidential and Proprietary information and may

not be disclosed or reproduced without the prior written consent of Ipsos.

1

29th June 2017

DECLINING RESPONSE RATES AND THEIR IMPACT

Keith Bolling, Kantar Public UK

Patten Smith, Ipsos MORI

Evidence and contributions supplied by: BY…

Page 2: Declining response rates and their impact, Ipsos Mori (PDF)the-sra.org.uk/wp-content/uploads/keith-bolling-and-patten-smith... · 24 1: How vulnerable to NR bias are the key variables?

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CONTENTS

1 What has been happening to response rates

in face-to-face cross-sectional surveys?

2

3

Levels of effort needed to maintain response

Response rates and relationship with survey error

Conclusions and implications 4

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BACKGROUND : WHAT HAS BEEN HAPPENING TO RESPONSE RATES

01

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4

SURVEY RESPONSE RATES BY YEAR: AVERAGE

British Social Attitudes

Average

30

35

40

45

50

55

60

65

70

75

80

2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015

Resp

on

se R

ate

ch

an

ge (

%)

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5

SURVEY RESPONSE RATES BY YEAR: DETAIL

BARB

British Social Attitudes

Crime Survey for England and

Wales

Family Resources

Survey

Health Survey for England

Labour Force Survey

Living Costs and Food Survey

National Travel Survey

Average

30

35

40

45

50

55

60

65

70

75

80

2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015

Resp

on

se R

ate

ch

an

ge (

%)

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6

SURVEY RESPONSE RATES: CHANGE OVER TIME

-30

-25

-20

-15

-10

-5

0

5

Resp

on

se R

ate

ch

an

ge (

%)

1998/2001* - 2015

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7

POSSIBLE EXPLANATIONS

Less trust in government, brands and professions

Survey fatigue

Availability

Accessibility

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8

MAJOR FACTORS AFFECTING RESPONSE

Response

rate

Messaging

Channels

Volume

Timing

PARTICIPANT

COMMUNICATIONS

Volumes & allocation

Management

Reissues

FIELDWORK

SURVEY DESIGN

Sample type

Geography

Clustering

Sample data

Selection method

Interview length

Topic

Mode

Training

Motivation

Management

INTERVIEWER/NURSE

Type

Value

INCENTIVESocietal

change

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LEVELS OF EFFORT TO MAINTAIN RESPONSE

02

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10

CASE STUDY RESPONSE RATES

51%

46%

75%72%

69%

63%

30%

35%

40%

45%

50%

55%

60%

65%

70%

75%

80%

2007 2008 2009 2010 2011 2012 2013 2014 2015 2016

Resp

on

se r

ate

Survey year

BSA CSEW BARB

All three surveys have maintained

low non-contact rates

– CSEW c. 3-4%

– BSA c. 6-7%

– BARB c. 15% > c. 10%

Refusal rates have crept up

especially in last few years

– CSEW c. 20% > c. 24%

– BSA c. 40% > c. 43%

– BARB c. 17% > 25%

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11

MORE EFFORT BEING PUT IN TO KEEP RESPONSE RATES UP

4.7

3.94.1

5.2

4.8

5.2

2.0

2.5

3.0

3.5

4.0

4.5

5.0

5.5

BSA BARB CSEW

2008-9

2015-16

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12

MORE EFFORT BEING PUT IN TO KEEP RESPONSE RATES UP

2008/9 2015/16 % increaseExtra calls per

year

BSA (2008-2016) 4.7 5.2 11% c. 4,000

BARB (2009-2015) 3.9 4.8 23% c. 72,000

CSEW (2008-2016) 4.1 5.2 27% c. 55,000

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13

INCREASING EFFORT TO MAINTAIN INTERVIEWER PANELS

Challenges include:

– Recruitment

– Retention

– Engagement

– Response rate targets 1444

1021 11171322

11801186

1593

11611371 1495

36983367 3271

30022797

0

500

1000

1500

2000

2500

3000

3500

4000

2012 2013 2014 2015 2016

Joiners Leavers Panel Size

32% 47% 35% 46% 53%Leavers as % Total

Panel

Interviewer turnover across agencies

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14

IS IT WORTH THE EFFORT (AND COST) TO MAINTAIN RESPONSE?

28%

42%46%

57%

67%

67%

46%

63%

72%

0%

10%

20%

30%

40%

50%

60%

70%

80%

0 1 2 3 4 5 6 7 8 9 10 11 12+

Resp

on

se r

ate

After x visits

BSA BARB CSEW

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Response rates and relationship with survey error

03

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We worry about non-response because it can cause survey error

We care most about non-response bias: difference between estimates for

survey respondents and overall population

Non-response bias (NR bias) for variable Y increases with:

1. correlation between Y and likelihood of responding

2. (inversely with) response rate

NR bias:

• is variable-specific: wide range of NR bias values in a single survey

• increases as response rate decreases only if non-zero correlation between

response rates and variables

• but not by much unless correlation is substantial

RESPONSE RATE AND NON-RESPONSE BIAS

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Relationship between RR and NR bias open; requires empirical assessment

Two types of empirical study:

1. Where estimate of “true” value of variable – difference from estimate for

survey respondents = estimate of absolute NR bias

2. Assess how survey estimates change with increasing fieldwork effort (e.g.

number of contact attempts, extent of reissuing). Look at impact of FW

efforts on relative NR bias (strong assumption that estimate changes

reflect reduced NR bias – might be wrong!)

RESPONSE RATE AND NON-RESPONSE BIAS

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Number of studies - generally point in same direction. We summarise two

illustrative studies:

US: Groves and Peytcheva (2008): meta-analysis of studies of absolute NR

bias

UK: Sturgis, et al (2016) – relative NR bias and FW effort in 541 non-

demographic variables in six surveys

EMPIRICAL EVIDENCE

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19

Meta-analyses (59 studies

/ 959 estimates)

Measured absolute NR

bias

Very low correlation

between RR and NR bias

Greater variation within

studies than between

them

GROVES AND PEYTCHEVA (2008)

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20

Six recent Kantar Public surveys; all (541) non-demographic items

Relative bias (distance from final estimate) measured after different FW effort

levels:

• 1 call (RRs=7-22%)

• 2 calls

• 3 calls

• 5 calls

• final estimates (RRs = 55-76%)

STURGIS, WILLIAMS & BRUNTON-SMITH (2016, UK)

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Average error after call 1 = 1.1% pts after calibration weighting

Average error after call 2 = 1.0% pts after calibration weighting

Study estimated that a 4-call rule leads to lowest # of total calls (hence, lowest cost)

On average, questions about beliefs and attitudes tended to respond to FW effort

slightly more than questions about behaviour

Small number of variables with high relative bias (internet use, freq. of being in

during day, freq. of going to pub) – but considerable reduction after 3 calls

STURGIS, WILLIAMS & BRUNTON-SMITH (2016, UK)

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22

RR - NR bias relationship generally weak

However, for some variables in some studies extended FW

efforts make bigger difference – eg volunteering rates

BROAD CONCLUSIONS FROM EMPIRICAL EVIDENCE

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Conclusions and implications

04

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1: How vulnerable to NR bias are the key variables?

Weighted survey estimates for most variables largely unaffected by response

rate variations within observed ranges

However occasional exceptions where RR has greater impact on NR bias: e.g.

volunteering and web usage - do you have any such variables? (literature /

earlier survey data…)

2: Will marginal increases in NR bias compromise conclusions?

Even with highest achievable response rates, levels of absolute NR bias may still

be substantial

Often trends of greater interest than point estimates. NR bias probably

relatively constant over time - little impact on trend lines

HOW MUCH SHOULD WE WORRY ABOUT

DECLINING RESPONSE RATES?

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25

3: Are there better ways of reducing NR bias?

Blanket increase in RR often poor method for reducing NR bias

Address NR bias in other ways? – e.g. target increased FW efforts on

selected non-responders identified through supplementary variables

THINGS TO CONSIDER BEFORE SETTING

RESPONSE RATE TARGETSTHINGS TO CONSIDER BEFORE WORRYINGABOUT DECLINING RESPONSHOW MUCH SHOULD WE WORRY ABOUT DECLINING RESPONSE RATES?

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26

Response rates are declining

And fieldwork efforts and costs are increasing

Observed impact of response rates on survey estimates usually modest

Pursuit of highest possible response rates may not be best use of

limited survey resources – may be better ways of addressing survey

errors

Making considerable efforts to maximise response rates can be

justified where minimising NR bias critical to conclusions

But often it isn’t

OVERALL CONCLUSIONS