Getting Data for Business Statistics
Transcript of Getting Data for Business Statistics
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Getting Data for (Business) Statistics:
What¶s new? What¶s next?
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Getting Data for Business Statistics
How do we get the data we need
for business statistics?
Yesterday, today, tomorrow
Data In time
Complete
Correct
Statistical
picture of
a country
NSI
Survey Parameters
in and out of control
Respondent
Parameters
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Getting Data for Business Statistics
Over the years:
1. Yesterday: ICES-I* 1993ICES-II 2000CASM** 1980¶s
2. Today: ICES-III 2007 Challenges and developments A few examples
3. Tomorrow What¶s next ?
* International Conference on Establishment Surveys
** Cognitive Aspects of Survey Methodology
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Getting Data for Business Statistics
Yesterday
ICES-I (1993):
1. Surveying various branches of industry:
agriculture, energy, health care, trade, finance,education, manufacturing industry
2. Quality of business frames & sampling
3. Data analysis & Estimation
4. Data collection methodology:data quality, registers, non-response, Q-design
µStove-pipe¶ approach
Single-mode survey designs
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Response In time
Complete
Correct
D e ci si on
t o p ar t i ci p
a t e
An
sw
er i n
g b eh
avi o
ur
Motivation
Respondent
burden De facto
Perception
Internal
business factors
Policy
Data
Resources Market position
Informant:
Mandate
Data knowledge
Job priority
External
business factors
Econ. climate
Regulatory
requirements Political climate
The survey:
Topic
Population and sample
Sponsor /
Survey organisation Resources
Planning
Authority/confidentiality
The survey design
C on
t a c t
s t r a t e g y
Q u e s t i onn
ai r e
M o d e s of
d a
t a
c ol l e
c t i on
NSI
Black box
A business
P a p er
D a t aWE w
a
n t
L e t t er s:
M an
d a t or y
Survey designs
not coordinated:
µStove-pipe¶ approach
NSI
Single mode
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Getting Data for Business Statistics
Yesterday
CASM (started in 1980¶s; USA, Germany):
Cognitive Aspects of Survey Methodology
From simple stimulus-response model tomodelling Question-Answer Process:- comprehension
- retrieval
- evaluation- response
Pre-testing facilities
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Getting Data for Business Statistics
Today
ICES-III (2007):
1. Survey data collection methodology:
questionnaire design & pre-testing survey participation: non-response reduction,
response burden, bias
mixed-mode designs & e-data collection
understanding the response process in bus¶s
2. Using administrative data
3. Business frames & Sampling
4. Weighting, Outlier detection, Estimation &
Data analysis
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Response In time
Complete
Correct
D e ci si on
t o p ar t i ci p
a t e
An
sw
er i n
g b eh
avi o
ur
Motivation
Respondent
burden De facto
Perception More than one survey More than once In other ways: Registers
EDI
Internal
business factors
Policy
Data
Resources Market position
Informant:
Mandate
Data knowledge
Job priority
External
business factors
Econ. climate
Regulatory
requirements Political climate
I m a g e
The survey:
Topic
Population and sample
Sponsor /
Survey organisation Resources
Planning
Authority/confidentiality
The survey design
C on
t a c t
s t r a t e g y
Q u e s t i onn
ai r e
M o d e s of
d a
t a
c ol l e
c t i on
NSI NSI
Register
data
Statistical
picture of
a country
Black box
A business
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Getting Data for Business Statistics
Over the years
General picture:
1993:
2007:
µStove-pipe¶ approach
Single-mode designs Survey organisation is central
Systematisation and
standardisation of methods
Towards
multi-source/mixed-mode designs
Respondent is central: tailoring
2000: Transition
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Getting Data for Business Statistics
The data collection design today
Challenges:
Good statistics: relevant
more & integrated information
faster
Less money
Less compliance costs: providing data only once to government
New technologies: powerful computers, access to the internet
Consequences for the data collection «
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Getting Data for Business Statistics
The data collection design today
Use of administrative data: Coordination of definitions:
- variables
- units
Quality of register data:
- timeliness
Data collection without questionnaires: EDI: XBRL
GPS
Surveys: If other sources are not possible or insufficient
Process measurement and quality control Getting insight in the data collection process
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Getting Data for Business Statistics
The data collection design today
Surveys:
Sampling:- controlling for overlap across surveys
- controlling for rotation over time (survey holiday) one statistical business register
In order to avoid this:
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Getting Data for Business Statistics
The data collection design today
Surveys:
Sampling:- controlling for overlap across surveys
- controlling for rotation over time (survey holiday) one statistical business register
Mode:- Mixed-mode designs: paper, internet, CATI
- Computer-assisted
Questionnaires for web data collection:- Customization (tailoring)
- Controlling the completion process (routing, checks)
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Getting Data for Business Statistics
The data collection design today
Surveys:
Contact strategy:
- Mixed-mode:.. paper letters, brochures, telephone,.. e-mails, website information
- Message:.. Cooperation = mandatory!
.. What, how, who, when?
- Cooperation no longer taken for granted:.. Motivating and stimulating respondents:
. Cialdini: Compliance (persuasion) principles
. Dillman: Social Exchange Theory
- Two-way communication via the internet
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Getting Data for Business Statistics
The data collection design today
Process measurement and quality control:
Paradata ± process data:
- Macro paradata (survey process data):.. Process summaries:
response rates, timeliness of response,
quality of response over time
- Micro paradata (process data at R level):.. Completion process: audit trails
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Getting Data for Business Statistics
Macro paradata
Timeliness of response (Monthly Survey)
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9630
responstijd afgerond in dagen
10000
8000
6000
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2000
0
f r e q
u e n t i e
Responstijd voor papieren vragenlijsten
2
1
0
aantal keer gerappelleerd
120
117
114
111
108
105
102
99
96
93
90
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81
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63
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30
27
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18
15
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responstijd afgerond in dagen
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f r e q
u e n t i e
Responstijd voor html-vragenlijstenPaper (letter + Q) Online (e-mail + e-Q)
N u m b e r o f r e
s p o n s e s
Days Days
Reminder 1 Reminder 1
Reminder 2 Reminder 2
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Getting Data for Business Statistics
Macro paradata
R-indicator to monitor fieldwork of business surveys The representativity of the Monthly Survey for
industry and retail trade by number of fieldwork days.
0,5
0,6
0,7
0,8
0,9
1
0 10 20 30 40 50 60 70
Days
R - i n
d i c a t o r
0,0
0,1
0,2
0,3
0,4
0,5
0 10 20 30 40 50 60 70Days
M a x i m u m a b s o l u t e b i a s
Retail
IndustryIndustry
Industry
Retail
Retail
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Getting Data for Business Statistics
Micro paradata ± audit trails
Completion process e-SBS: conscientious R
0
100
200
300
400
500
600
700
800
0:00 0:17 0:22 0:30 1:31 1:55 2:02 2:06 2:19 2:26 2:42 2:53time (hour:min)
' q u e s t i o n n u m b e r '
session no.
day no.
help
info
calculator
save
send
action
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Getting Data for Business Statistics
Micro paradata: audit trails
Completion process e-SBS: quick µn¶ dirty R
0
100
200
300
400
500
600
700
800
00:00 02:17 02:57 03:46 03:51 04:02 04:16
time (min)
' q u e s t i o n n u m b e r '
session no.
day no.
help
info
calculator
save
send
action
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Completion Min. Max. Average
N times started 1 37 1.7
Completion time 00:01:27 11:29:51 01:07:30
Used
functionalities of
the Questionnaire
Used by
%
of R¶s
How many times
used
mean min.-max.
Print button 43 1.7 1-21
Save button 28 2.6 1-95
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Getting Data for Business Statistics
The data collection design today
More complex than yesterday:
More data sources Dependent on providers of registers
Integration of sources
Mixed-mode surveys Coordinated developments over modes
Tailoring to mode
Tailoring to respondents Tailoring to target populations
Coordination over surveys (samples and Q¶s)
Tomorrow, even more complex
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Getting Data for Business Statistics
Tomorrow
Multi-source/mixed-mode data collection Managing integrated sets of statistics (not stove-pipes) Advanced statistical modelling and estimation Coordinated data collection designs:
- not single-purpose, but multi-purpose surveys Advanced questionnaire design:
- images, spoken language, animations, video pictures
Methodologists: competent in all modes
Opening the survey process Process measurement and quality control:
- continuous measurement using paradata- responsive adaptive designs
Tailoring to the internal business¶s processes Improved communication with businesses
Opening the businesses Insight in the internal response processes
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Getting Data for Business Statistics
What¶s next?
Opening the businesses Insight in the response processes
A Business CASM movement:Communicative Aspects of Business Survey Methodology
Communication sciences
Administrative sciences Organisational sciences
Psychology (organisational, work and social, cognitive)
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Response In time
Complete
Correct
D e ci si on
t o p ar t i ci p
a t e
An
sw
er i n
g b eh
avi o
ur
Motivation
Respondent
burden De facto
Perception More than one survey More than once In other ways: Registers
EDI
Internal
business factors
Policy
Data
Resources
Market position
Informant:
Mandate
Data knowledge
Job priority
External
business factors
Econ. climate
Regulatory
requirements
Political climate
I m a g e
The survey:
Topic
Population and sample
Sponsor /
Survey organisation
Resources
Planning
Authority/confidentiality
The survey design
C on
t a c t
s t r a t e g y
Q u e s t i onn
ai
r e
M o d e s of
d a
t a
c ol l e
c t i on
Statistical
picture of
a country
NSI NSI
Register
data
Black box
A business
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Getting Data for Business Statistics
Communication model
Direct communication
Indirect communication
Image NSI
Response in time,
complete,
correct
Decision toparticipate
One coherent strategy
with regard totone-of-voice, lay-out, and
compliance principles
Communicationwe cannot control
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References
in addition to proceedings paper
Bethlehem, J., F. Cobben, and B. Schouten (2008), Indicators for the Represen-
tativity of Survey Response. Presentation at the 24th International
Methodology Symposium of Statistics Canada: ³Data Collection:
Challenges, Achievements and New Directions´, 28-31 October 2008,
Gatineau, Canada.
De Nooij, G. (2008), Representativity of Short Term Statistics. Statistics
Netherlands, The Hague.
Groves, R.M. (2008), Dynamic Survey Design managed by modelled Paradata.
Presentation at the 24th International Methodology Symposium of Statistics
Canada: ³Data Collection: Challenges, Achievements and New Directions´,
28-31 October 2008, Gatineau, Canada.
Scheuren, F. (2001), Macro and Micro Paradata for Survey Assessment .
Urban Institute: unpublished paper, Washington D.C., USA.Snijkers, G. (2007), Collecting Data for Business Statistics: Yesterday, Today,
Tomorrow. Presentation at 56th Meeting of the ISI, 22-29 August 2007,
Lisbon, Portugal.
Snijkers, G. (2008), Getting Data for Business Statistics: A Response Model for
Business Surveys. Presentation at the 4th European Conference on Quality
in Official Statistics, 8-11 July 2008, Rome, Italy.