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6. Transforming Naturally Occurring Text Data into Economic Statistics
The Case of Online Job Vacancy Postings
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Arthur Turrell
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Kapitel in diesem Buch
- Frontmatter i
- Contents vii
- Prefatory Note xi
- Introduction: Big Data for Twenty- First- Century Economic Statistics: The Future Is Now 1
-
I. Toward Comprehensive Use of Big Data in Economic Statistics
- 1. Reengineering Key National Economic Indicators 25
- 2. Big Data in the US Consumer Price Index 69
- 3. Improving Retail Trade Data Products Using Alternative Data Sources 99
- 4. From Transaction Data to Economic Statistics 115
- 5. Improving the Accuracy of Economic Measurement with Multiple Data Sources 147
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II. Uses of Big Data for Classification
- 6. Transforming Naturally Occurring Text Data into Economic Statistics 173
- 7. Automating Response Evaluation for Franchising Questions on the 2017 Economic Census 209
- 8. Using Public Data to Generate Industrial Classification Codes 229
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III. Uses of Big Data for Sectoral Measurement
- 9. Nowcasting the Local Economy 249
- 10. Unit Values for Import and Export Price Indexes 275
- 11. Quantifying Productivity Growth in the Delivery of Important Episodes of Care within the Medicare Program Using Insurance Claims and Administrative Data 297
- 12. Valuing Housing Services in the Era of Big Data 339
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IV. Methodological Challenges and Advances
- 13. Off to the Races 373
- 14. A Machine Learning Analysis of Seasonal and Cyclical Sales in Weekly Scanner Data 403
- 15. Estimating the Benefits of New Products 437
- Contributors 475
- Author Index 479
- Subject Index 485
Kapitel in diesem Buch
- Frontmatter i
- Contents vii
- Prefatory Note xi
- Introduction: Big Data for Twenty- First- Century Economic Statistics: The Future Is Now 1
-
I. Toward Comprehensive Use of Big Data in Economic Statistics
- 1. Reengineering Key National Economic Indicators 25
- 2. Big Data in the US Consumer Price Index 69
- 3. Improving Retail Trade Data Products Using Alternative Data Sources 99
- 4. From Transaction Data to Economic Statistics 115
- 5. Improving the Accuracy of Economic Measurement with Multiple Data Sources 147
-
II. Uses of Big Data for Classification
- 6. Transforming Naturally Occurring Text Data into Economic Statistics 173
- 7. Automating Response Evaluation for Franchising Questions on the 2017 Economic Census 209
- 8. Using Public Data to Generate Industrial Classification Codes 229
-
III. Uses of Big Data for Sectoral Measurement
- 9. Nowcasting the Local Economy 249
- 10. Unit Values for Import and Export Price Indexes 275
- 11. Quantifying Productivity Growth in the Delivery of Important Episodes of Care within the Medicare Program Using Insurance Claims and Administrative Data 297
- 12. Valuing Housing Services in the Era of Big Data 339
-
IV. Methodological Challenges and Advances
- 13. Off to the Races 373
- 14. A Machine Learning Analysis of Seasonal and Cyclical Sales in Weekly Scanner Data 403
- 15. Estimating the Benefits of New Products 437
- Contributors 475
- Author Index 479
- Subject Index 485