Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources...
-
Upload
megan-spencer -
Category
Documents
-
view
214 -
download
0
Transcript of Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources...
![Page 1: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/1.jpg)
Validation, editing and imputation of the Family Resources Survey
John Snow (DWP)
Family Resources Survey
ESDS Government FRS User Meeting April 2008
![Page 2: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/2.jpg)
Overview of FRS ProcessingONS/NatCen Validation
Editing the data
Imputation
Grossing
Data release
Family Resources Survey
Derived Variables
![Page 3: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/3.jpg)
Validation - Hierarchical Data Structure
Family Resources Survey
![Page 4: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/4.jpg)
Validating the data
• Data Validation – Initial checks (Year start)
Documentation: metadata / One True Version (OTV) Check all new variables Check changes to variables (eg labels) Additional changes (eg routing)
Family Resources Survey
![Page 5: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/5.jpg)
Validating the data
• Data Validation – monthly checks
Record creation General validation
• Set Type checks• Skipped key variables• Skipped important variables
Family Resources Survey
![Page 6: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/6.jpg)
Editing the data 1
• Benefit Editing
Near Zero Amounts Near identical Single / Multiple Benefits Combined Benefits
Family Resources Survey
![Page 7: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/7.jpg)
Editing the data 2
• Pre-imputation editing Outliers – now run by ONS – 6 monthly Credibility Checks – now run by ONS Weekly amounts (Period codes)
• Post-imputation & DVs editing Credibility Checks – run by DWP
Family Resources Survey
![Page 8: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/8.jpg)
Imputation
• What is Imputation? To estimate missing values on item non response
• Why / when do we impute?
• How to impute, and checks? Algorithms Hotdecking Bias
Family Resources Survey
![Page 9: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/9.jpg)
Derived Variables
•What are Derived Variables (DVs)? Customised variables (Note: some created by ONS (eg DVMARDF) Created on data users’ request Used to carry out consistent analysis
Regularly reviewed
Family Resources Survey
![Page 10: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/10.jpg)
Grossing
• What is Grossing?
A factor which is applied to the sample data to give estimates which represent overall population.
Control totals are applied, for males and females by age-band, by region
Other control totals are number of lone parents, tenure type and Council Tax band
Family Resources Survey
![Page 11: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/11.jpg)
Releasing the data
Within DWP: FRS Main Dataset Across analytical directorate
Outside DWP: FRS Anonymised Dataset- Other Government Departments
- Researchers via the UK Data Archive
Family Resources Survey
![Page 12: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/12.jpg)
Terms & Conditions for Using the FRS
• The dataset will be used for secondary analysis in the form of tabulations and statistical modelling
- Outputs will not be produced that are likely to identify an individual
- Regional results should not to be published below Government Office Region (GOR)
• If in doubt please contact the FRS team at DWP ([email protected])
Family Resources Survey
![Page 13: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/13.jpg)
Annual FRS Publication
The Annual FRS Publication
• latest ... 2005-06; released on 27 March 2007
• available online
Family Resources Survey
![Page 14: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/14.jpg)
Family Resources Survey
Outside Government
Benefit Take-Up
Households Below Average Income
UK Data Archive
New Policy Institute
Government
DWP
Pensioner Incomes
Policy Simulation
HMT
HMRC
DTI
Scottish Executive
Disability and Carers
WWEG, PCD…
Pensions Commission
Defra
DfES
Europe : LIS
Institute of Fiscal Studies
The FRS Community
Northern Ireland, DSD
Family Resources Survey
Family Poverty & Work
ONS
![Page 15: Validation, editing and imputation of the Family Resources Survey John Snow (DWP) Family Resources Survey ESDS Government FRS User Meeting April 2008.](https://reader036.fdocuments.in/reader036/viewer/2022082701/5515fde755034694308b4a77/html5/thumbnails/15.jpg)
For further help…IFD IM1
Phone Maxine Willitts (Team Leader: General, Data Release, report) (020) 7962
8092 Jeremy Barton (Harmonisation, Methodology, Analysis) (020) 7962
8991 John Snow (Imputation, Derived Variables) (020) 7962
8946 Robert Chung (Benefit Editing, Data Access) (020) 7962
8731
Any questions?
Family Resources Survey