Probability vs non-probability samples. Is Accuracy only ......non-probability based panels are...

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www.pol.gu.s e Probability vs non-probability samples. Is Accuracy only for Probability Samples? Johan Martinsson, Stefan Dahlberg and Sebastian Lundmark Department of Political Science University of Gothenburg

Transcript of Probability vs non-probability samples. Is Accuracy only ......non-probability based panels are...

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Probability vs non-probability samples.Is Accuracy only for Probability Samples?

Johan Martinsson, Stefan Dahlberg and Sebastian Lundmark

Department of Political ScienceUniversity of Gothenburg

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The changing world of survey research

1. Mail, face-to-face, and telephone surveys used to dominate sureyresearch

2. Three important changes:

a) lower and lower response rates

b) the introduction of online surveys

c) the increasing use of non-probability samples

3. An large on-going debate concerning the quality of different surveymethods (both modes and samples)

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Question:

1. How do the accuracy of probability based andnon-probability based on-line panels differ?

we compare two probability based panels,and two non-probability based panels

We also compare results to three cross-sectional surveys using different modes:mail, telephone and web

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Surveys from online panelsSurvey

company Mode Sampling methodParticipation

rate

Novus Web panel Prob. based recruitment 59

TNS Sifo Web panel Prob. based recruitment 38

YouGov Web panel Self-recruitment 40

Cint Web panel Self-recruitment (85%) 24

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Cross-sectional surveys with different modes

Surveycompany Mode Sampling method

Responserate

SOM institute Mail Random population sample 53

Detector Telephone Random population sample 51

LORe Web Random population sample 8

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Comparability of surveys

• a set of identical questions were included

• approximatley same period of field work, except for theSOM-institute, which was conducted a few months later

• however, field work length and nr of reminders differ

• we focus on basic demographics and political attitudes

• for demographics, we use census data from StatisticsSweden as benchmark

• target population: 18-70 yrs old, in the Gothenburgregion (west sweden, approx. 1 million inhabitants)

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How do the three cross-sections perform?

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Demographics: average absolute deviation fromStatistics Sweden (unweighted estimates)

Mail(SOM)

Phone(Detector)

Web(LORE)

Average 5 indicators 4.3 3.8 6.9

Sex 5.0 1.0 3.0

Age 4.6 1.8 5.6

Education 5.0 9.0 15.0

Labor market situation 2.5 1.0 2.0

Driving license - 6.0 9.0

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Deviations from Statistics Sweden: age

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Comparing on-line panels: probability basedand non-probability based panels

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We start by examining demographic accuracy once again

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5.7

3.5

2.2

1.3

0 1 2 3 4 5 6

Sifo (Prob)

Novus (Prob)

Cint (Non-P)

YouGov (Non-P)

average abs deviations, demographics(weighted estimates)

TNS Sifo (Prob)

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7

3.7

3.1

2.9

0 1 2 3 4 5 6 7 8

Sifo (Prob)

Novus (Prob)

Cint (Non-P)

YouGov (Non-P)

average abs deviations, demographics(unweighted estimates)

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Novus(Prob)

TNS Sifo(Prob)

YouGov(Non-P)

Cint(Non-P)

Sex 1 1 0 0Age 1.4 1.4 0.2 0.5

Education 6 12 3 1

Labour marketsituation 2 2 9.5

Driving license 7 12 2 0

Demographic deviation, weighted

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Political attitudes

• for attitudes and opinions, there is no true benchmark• however, as second best option, we use the mail survey

as quasi-benchmark• why? :

– well known and high quality survey– excellent sampling frame and high response rates– mode (mail) most similar to web surveys

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We examine three political attitude items:

• Interest in politics (4-point scale)• Trust in politicians (4-point scale)• Attitude towards the introduction of road tolls around

Gothenburg

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7.5

5.9

3.64.6

0123456789

10

Novus (Prob) TNS Sifo (Prob) YouGov (Non-P) Cint (Non-P)

Average absolute attitude deviationfrom a high quality mail survey

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12

43

36

9

20

51

26

3

17

49

31

3

19

46

30

5

17

49

30

4

0

10

20

30

40

50

60

Very interested Fairly interested Not particularlyinterested

Not interested at all

Political interest

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1

39

50

9

3

54

41

23

49

40

8

1

4145

13

1

37

47

15

0

10

20

30

40

50

60

Very high Fairly high Fairly low Very low

Trust in politicians

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62

2118

55

30

15

55

30

15

58

25

17

55

29

16

0

10

20

30

40

50

60

70

Against In favor Don’t know/uncertain

Introduce congestion charges in Gothenburg?

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Extremely long field work and representativeness

9 11 13 14 16

23

6056

0

10

20

30

40

50

60

70

80

90

100Percent

16–29 years

Population 16-29 years

Interested in politics

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Conclusions

• surprisingly, the demographic accuracy of thenon-probability based panels are better

• compared to a benchmark mail survey, thenon-probability panels also came closer topolitical attitudes

• in this comparison, we find no evidence thatself-recruited on-line panels have lessaccuracy than probability based on-line panels

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Discussion

• Too much uncertainty about this result

• we would need more demographic indicators than 4-5!

• Sweden also has an extremely high internet coverage

• The self-recruited panels seem to attract more peoplewith low SES, to their advantage

• The probability-based panels are not revealing enoughabout how succesful their recruitment is, are they reallyhigh quality probability based panels?

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Johan Martinsson, Stefan Dahlberg and Sebastian LundmarkDepartment of Political ScienceUniversity of Gothenburg

Thank you for your attention