Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf ·...
Transcript of Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf ·...
![Page 1: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/1.jpg)
Implementing the Data Documentation Initiative (DDI) for the Consumer Expenditure Surveys
Taylor J. WilsonBureau of Labor Statistics
Federal Committee on Statistical Methodology (FCSM)Washington Statistical Society (WSS)
Washington, D.C.14 September 2018
1 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 2: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/2.jpg)
Roadmap
Survey challenges DDI in the Consumer Expenditure Surveys Implementation to date Technical requirements Going forward
2 — U.S. BUREAU OF LABOR STATISTICS • bls.gov2 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 3: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/3.jpg)
Survey Challenges
3 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 4: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/4.jpg)
Consumer Expenditure Surveys
Complex surveys: massive amounts of data Data stored on servers going back to 1981 Interview Survey: over 60 datasets; 1,800 variables Diary Survey: 10 datasets; about 1,600 expenditure
items Over 70 data processing jobs or edits
4 — U.S. BUREAU OF LABOR STATISTICS • bls.gov4 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 5: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/5.jpg)
5 — U.S. BUREAU OF LABOR STATISTICS • bls.gov5 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 6: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/6.jpg)
One Survey, Two Dimensions
Most end users are interested in changes across time.
Changes to a variable through the processing phases help users understand how the data are generated.
2013
2014
2015
2016
Phase II, III, IV
Phase II, III, IV
Phase II, III, IV
Phase II, III, IV
6 — U.S. BUREAU OF LABOR STATISTICS • bls.gov6 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 7: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/7.jpg)
DDI in the Consumer Expenditure Surveys
7 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 8: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/8.jpg)
Data Documentation Initiative (DDI)
International metadata standard useful for describing social science datasets.
Tool box framework allows for an ad hoc solution to the interoperability problem between survey programs. “Enter once, use often.”Effective Data SharingStandardized Terminology
8 — U.S. BUREAU OF LABOR STATISTICS • bls.gov8 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 9: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/9.jpg)
Who uses DDI?
9 — U.S. BUREAU OF LABOR STATISTICS • bls.gov9 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 10: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/10.jpg)
Problem: Current Metadata Structure
Fragmentation among the subsystems Metadata exists in different folders and forms, for different
surveys, subsystems, and years Many different points of manual input and alteration There is a need across all subsystems of CE to develop a
standardized method for documenting and linking metadata
10 — U.S. BUREAU OF LABOR STATISTICS • bls.gov10 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 11: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/11.jpg)
Problem: Two Surveys Same Concept
Diary and Interview both capture expendituresSome expenditures are unique to interviewSome expenditures are unique to diarySome expenditures are shared between interview and diary.
Data are integrated in the table format at the end of processing.Creating perfect interoperability between the surveys would be ideal. Document conceptual differences between survey items.
11 — U.S. BUREAU OF LABOR STATISTICS • bls.gov11 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 12: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/12.jpg)
Ideal Solution: DDI for the Entire Process
DDI is implemented with the Colectica System Each step is cohesively described from survey questionnaire to
public-use microdata (PUMD) This involves documenting the processing steps within the DDI
framework across both surveys Documenting processing is useful internally but not externally
to better understand what we do and how we do itContinuity of operations (COOP)
12 — U.S. BUREAU OF LABOR STATISTICS • bls.gov12 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 13: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/13.jpg)
Interim Solution: Endpoints of the Survey Lifecycle
Documenting the end state of the data across time using ColecticaSolves persistent user issuesHighlights discontinuities and adds context
Documenting the beginning of the data at collectionQuestions and responses
Link these two things at a cursory levelTells users what survey questions produce what PUMD variablesHow that has changed over time
13 — U.S. BUREAU OF LABOR STATISTICS • bls.gov13 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 14: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/14.jpg)
Implementation to Date
14 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 15: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/15.jpg)
Prototype Goals
Keyword search for variables
Display lifecycle of a variable, from question text through Microdata, UCCs*
Query relationships of variables across CE subsystems*
Display changes in a variable across subsystems and/or time (e.g. change in
response options to a question)*
Display/link to reference documents (e.g. Information Booklet)*
15 — U.S. BUREAU OF LABOR STATISTICS • bls.gov15 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 16: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/16.jpg)
Questionnaire Development
Question bank that allows us to retrieve questions or compare questions across years
Integrated mapping of questionnaire metadata Consolidate multiple documents in different locations
Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current full specifications ~ 4,000 pages Iteratively making design changes is difficult
16 — U.S. BUREAU OF LABOR STATISTICS • bls.gov16 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 17: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/17.jpg)
View of Prototype
17 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 18: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/18.jpg)
18 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 19: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/19.jpg)
19 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 20: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/20.jpg)
20 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 21: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/21.jpg)
21 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 22: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/22.jpg)
22 — U.S. BUREAU OF LABOR STATISTICS • bls.gov22 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 23: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/23.jpg)
23 — U.S. BUREAU OF LABOR STATISTICS • bls.gov23 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 24: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/24.jpg)
24 — U.S. BUREAU OF LABOR STATISTICS • bls.gov24 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 25: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/25.jpg)
25 — U.S. BUREAU OF LABOR STATISTICS • bls.gov25 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 26: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/26.jpg)
26 — U.S. BUREAU OF LABOR STATISTICS • bls.gov26 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 27: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/27.jpg)
27 — U.S. BUREAU OF LABOR STATISTICS • bls.gov27 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 28: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/28.jpg)
28 — U.S. BUREAU OF LABOR STATISTICS • bls.gov28 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 29: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/29.jpg)
29 — U.S. BUREAU OF LABOR STATISTICS • bls.gov29 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 30: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/30.jpg)
?30 — U.S. BUREAU OF LABOR STATISTICS • bls.gov30 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 31: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/31.jpg)
31 — U.S. BUREAU OF LABOR STATISTICS • bls.gov31 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 32: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/32.jpg)
32 — U.S. BUREAU OF LABOR STATISTICS • bls.gov32 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 33: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/33.jpg)
33 — U.S. BUREAU OF LABOR STATISTICS • bls.gov33 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 34: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/34.jpg)
34 — U.S. BUREAU OF LABOR STATISTICS • bls.gov34 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 35: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/35.jpg)
View of Questionnaire
35 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 36: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/36.jpg)
36 — U.S. BUREAU OF LABOR STATISTICS • bls.gov36 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 37: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/37.jpg)
37 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 38: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/38.jpg)
38 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 39: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/39.jpg)
Section:
39 — U.S. BUREAU OF LABOR STATISTICS • bls.gov39 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 40: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/40.jpg)
Technical Requirements
40 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 41: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/41.jpg)
Servers and C# SQL Server software necessary to
handle Colectica materialsPostgreSQL
C# Programming using a Software Developer’s Kit (SDK)We outsourced this to the Colectica
developers
41 — U.S. BUREAU OF LABOR STATISTICS • bls.gov41 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 42: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/42.jpg)
Going Forward
42 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 43: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/43.jpg)
Next Steps: Short Term Internal server being set up by BLS
for us to use. Must meet the requirements of the
Colectica software to be useful.Prototype was built on Colectica local
servers.
Team is placing as much within-scope metadata (1996-present) as possible into machine readable
43 — U.S. BUREAU OF LABOR STATISTICS • bls.gov43 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
formats.
![Page 44: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/44.jpg)
Next Steps: Long Term
The processing systems are being redesigned!Once this process is complete the
new system will be documented by our system.
Roll out a public-facing portal to make the user experience with the data more efficient and effective.
44 — U.S. BUREAU OF LABOR STATISTICS • bls.gov44 — U.S. BUREAU OF LABOR STATISTICS • bls.gov
![Page 45: Implementing the Data Documentation Initiative (DDI) for ... › FCSM › pdf › Wilson.pdf · Streamline changes for each revision out of word/pdf/csv Make easier to navigate: current](https://reader036.fdocuments.us/reader036/viewer/2022081406/5f17ab3b25cf815c963f1aa9/html5/thumbnails/45.jpg)
Contact Information
Taylor J. Wilson(202) 691-6550
45 — U.S. BUREAU OF LABOR STATISTICS • bls.gov