Prediction of Initial Claims for Unemployment Insurance
The chart presents a prediction of Initial Claims for Unemployment
Insurance using the University of Michigan Social Media Job Loss Index.
The prediction is based on a factor analysis of social
media messages mentioning job loss and related outcomes.
See Using Social Media to Measure Labor Market Flows for details.
This research is a collaboration of University of Michigan's Institute
for Social Research, Department of Economics, and Department of
Electrical Engineering and Computer Science and Stanford University's
Department of Computer Science. The Economic Indicators from Social
Media project is part of the Michigan Node of the NSF-Census Research
Data Network (NSF SES 1131500). You can find relevant academic papers about this work
here .
About this website: The computational and data infrastructure that powers this website is
described here .
For more information:
Matthew Shapiro, shapiro at umich.edu, (734) 764-5419 (Economics)
Michael Cafarella, michjc at umich.edu, (734) 764-9418 (Computer Science)
Update (June, 2015)
We are currently in the process of revisiting our original model,
which began to deviate in its estimates around mid-2014. We will be
updating this site soon with our new model, along with details on
our new model.
If you would like to view the original model's results,
click here .
Sources: Initial Claims for Unemployment Insurance (seasonally adjusted),
U.S. Department of Labor; Prediction, University of Michigan Social Media
Job Loss Index.
Date
Initial Claims (Preliminary)
Initial Claims (Revised)
Prediction
July 15, 2017
233
n/a
296
Previous Estimates
Date
Initial Claims (Preliminary)
Initial Claims (Revised)
Prediction
July 8, 2017
247
248
296
July 1, 2017
248
250
281
June 24, 2017
244
244
299
June 17, 2017
241
242
243
Show all previous estimates
June 10, 2017
237
238
274
June 3, 2017
245
245
255
May 27, 2017
248
255
264
May 20, 2017
234
235
261
May 13, 2017
232
233
168
May 6, 2017
236
236
294
April 29, 2017
238
238
246
April 22, 2017
257
257
248
April 15, 2017
244
243
283
April 8, 2017
234
234
272
April 1, 2017
234
235
273
March 25, 2017
258
259
270
March 18, 2017
258
261
268
March 11, 2017
241
246
300
March 4, 2017
243
252
272
Feb. 25, 2017
223
227
293
Feb. 18, 2017
244
247
275
Feb. 11, 2017
239
248
283
Feb. 4, 2017
234
237
294
Jan. 28, 2017
246
250
284
Jan. 21, 2017
259
252
303
Jan. 14, 2017
234
241
300
Jan. 7, 2017
247
245
296
Dec. 31, 2016
235
241
328
Dec. 24, 2016
265
258
304
Dec. 17, 2016
275
265
283
Dec. 10, 2016
254
251
279
Dec. 3, 2016
258
251
288
Nov. 26, 2016
268
262
291
Nov. 19, 2016
251
248
305
Nov. 12, 2016
235
239
297
Nov. 5, 2016
254
250
302
Oct. 29, 2016
265
261
312
Oct. 22, 2016
258
255
301
Oct. 15, 2016
260
258
293
Oct. 8, 2016
246
248
299
Oct. 1, 2016
249
247
302
Sept. 24, 2016
254
253
322
Sept. 17, 2016
252
252
318
Sept. 10, 2016
260
258
322
Sept. 3, 2016
259
257
319
Aug. 27, 2016
263
260
318
Aug. 20, 2016
261
260
318
Aug. 13, 2016
262
261
318
Aug. 6, 2016
266
263
327
July 30, 2016
269
266
319
July 23, 2016
266
263
322
July 16, 2016
253
258
321
July 9, 2016
254
254
316
July 2, 2016
254
259
326
June 25, 2016
268
267
322
June 18, 2016
259
262
328
June 11, 2016
277
273
325
June 4, 2016
264
265
324
May 28, 2016
267
268
327
May 21, 2016
268
268
326
May 14, 2016
278
277
328
May 7, 2016
294
286
327
April 30, 2016
274
276
329
April 23, 2016
257
261
330
April 16, 2016
247
257
330
April 9, 2016
253
258
331
April 2, 2016
267
271
331
March 26, 2016
276
275
331
March 19, 2016
265
271
332
March 12, 2016
265
264
333
March 5, 2016
259
262
333
Feb. 27, 2016
278
267
333
Feb. 20, 2016
272
270
334
Feb. 13, 2016
262
268
334
Feb. 6, 2016
269
265
335
Jan. 30, 2016
285
289
334
Jan. 23, 2016
278
266
337
Jan. 16, 2016
293
291
337
Jan. 9, 2016
284
278
336
Jan. 2, 2016
277
278
335
Dec. 26, 2015
287
279
334
Dec. 19, 2015
267
262
339
Dec. 12, 2015
271
269
337
Dec. 5, 2015
282
277
336
Nov. 28, 2015
269
267
337
Nov. 21, 2015
260
260
340
Nov. 14, 2015
271
278
341
Nov. 7, 2015
276
275
347
Oct. 31, 2015
276
273
357
Oct. 24, 2015
260
262
348
Oct. 17, 2015
259
262
350
Oct. 10, 2015
255
261
357
Oct. 3, 2015
263
269
348
Sept. 26, 2015
277
276
335
Sept. 19, 2015
267
271
353
Sept. 12, 2015
264
267
344
Sept. 5, 2015
275
275
339
Aug. 29, 2015
282
279
346
Aug. 22, 2015
271
271
336
Aug. 15, 2015
277
276
358
Aug. 8, 2015
274
272
365
Aug. 1, 2015
270
271
340
July 25, 2015
267
267
339
July 18, 2015
255
265
343
July 11, 2015
281
280
341
July 4, 2015
297
295
340
June 27, 2015
281
278
345
June 20, 2015
271
275
356
June 13, 2015
267
268
352
June 6, 2015
279
279
346
May 30, 2015
276
278
338
May 23, 2015
282
282
341
May 16, 2015
274
276
357
May 9, 2015
264
267
351
May 2, 2015
265
267
347
April 25, 2015
262
269
345
April 18, 2015
295
298
347
April 11, 2015
294
294
335
April 4, 2015
281
285
363
March 28, 2015
268
268
350
March 21, 2015
282
289
343
March 14, 2015
291
291
357
March 7, 2015
289
297
344
Feb. 28, 2015
320
316
337
Feb. 21, 2015
313
302
341
Feb. 14, 2015
283
289
356
Feb. 7, 2015
304
298
364
Jan. 31, 2015
278
286
359
Jan. 24, 2015
265
261
371
Jan. 17, 2015
307
297
349
Jan. 10, 2015
316
300
344
Jan. 3, 2015
294
296
349
Dec. 27, 2014
298
288
331
Dec. 20, 2014
280
276
369
Dec. 13, 2014
289
287
353
Dec. 6, 2014
294
287
350
Nov. 29, 2014
297
293
368
Nov. 22, 2014
313
304
349
Nov. 15, 2014
291
296
342
Nov. 8, 2014
290
290
339
Nov. 1, 2014
278
280
359
Oct. 25, 2014
287
288
349
Oct. 18, 2014
283
289
347
Oct. 11, 2014
264
278
355
Oct. 4, 2014
287
294
360
Sept. 27, 2014
287
292
360
Sept. 20, 2014
293
297
353
Sept. 13, 2014
280
291
396
Sept. 6, 2014
315
310
340
Aug. 30, 2014
302
302
343
Aug. 23, 2014
298
298
351
Aug. 16, 2014
298
302
343
Aug. 9, 2014
311
307
344
Aug. 2, 2014
289
297
340
July 26, 2014
302
302
350
July 19, 2014
284
295
379
July 12, 2014
302
304
355
July 5, 2014
304
305
340
June 28, 2014
315
310
338
June 21, 2014
312
316
336
June 14, 2014
312
314
338
June 7, 2014
317
317
331
May 31, 2014
312
314
342
May 24, 2014
300
306
344
May 17, 2014
326
324
359
May 10, 2014
297
301
353
May 3, 2014
319
324
361
April 26, 2014
344
343
360
April 19, 2014
329
331
337
April 12, 2014
304
308
351
April 5, 2014
300
312
344
March 29, 2014
326
331
342
March 22, 2014
311
317
345
March 15, 2014
320
323
361
March 8, 2014
315
325
368
March 1, 2014
323
320
357
Feb. 22, 2014
348
338
346
Feb. 15, 2014
336
335
352
Feb. 8, 2014
339
337
357
Feb. 1, 2014
331
333
353
Jan. 25, 2014
348
341
372
Jan. 18, 2014
326
325
354
Jan. 11, 2014
326
315
366
Jan. 4, 2014
330
327
363
Dec. 28, 2013
339
335
346
Dec. 21, 2013
338
335
376
Dec. 14, 2013
379
366
356
Dec. 7, 2013
368
352
356
Nov. 30, 2013
298
313
344
Nov. 23, 2013
316
316
355
Nov. 16, 2013
323
334
352
Nov. 9, 2013
339
340
354
Nov. 2, 2013
336
343
350
Oct. 26, 2013
340
346
351
Oct. 19, 2013
350
351
352
Oct. 12, 2013
358
366
359
Oct. 5, 2013
374
371
390
Sept. 28, 2013
308
320
355
Sept. 21, 2013
305
317
360
Sept. 14, 2013
309
325
359
Sept. 7, 2013
292
303
344
Aug. 31, 2013
323
325
349
Aug. 24, 2013
331
335
355
Aug. 17, 2013
336
340
356
Aug. 10, 2013
320
325
354
Aug. 3, 2013
333
341
356
July 27, 2013
326
333
347
July 20, 2013
343
356
358
July 13, 2013
334
342
359
July 6, 2013
360
353
352
June 29, 2013
343
340
361
June 22, 2013
346
347
365
June 15, 2013
354
353
353
June 8, 2013
334
337
357
June 1, 2013
346
347
359
May 25, 2013
354
354
358
May 18, 2013
340
342
361
May 11, 2013
360
358
366
May 4, 2013
323
335
358
April 27, 2013
324
330
361
April 20, 2013
339
344
371
April 13, 2013
352
354
372
April 6, 2013
346
358
368
March 30, 2013
385
374
359
March 23, 2013
357
360
358
March 16, 2013
336
343
364
March 9, 2013
332
342
362
March 2, 2013
340
340
369
Feb. 23, 2013
344
338
364
Feb. 16, 2013
362
363
365
Feb. 9, 2013
341
345
370
Feb. 2, 2013
366
360
365
Jan. 26, 2013
368
364
363
Jan. 19, 2013
330
341
376
Jan. 12, 2013
335
340
369
Jan. 5, 2013
371
370
370
Dec. 29, 2012
372
362
364
Dec. 22, 2012
350
362
368
Dec. 15, 2012
361
356
374
Dec. 8, 2012
343
340
377
Dec. 1, 2012
370
375
384
Nov. 24, 2012
393
388
384
Nov. 17, 2012
410
406
404
Nov. 10, 2012
439
446
412
Nov. 3, 2012
355
365
387
Oct. 27, 2012
363
364
394
Oct. 20, 2012
369
374
392
Oct. 13, 2012
388
386
384
Oct. 6, 2012
339
350
394
Sept. 29, 2012
367
376
379
Sept. 22, 2012
359
377
379
Sept. 15, 2012
382
392
370
Sept. 8, 2012
382
393
377
Sept. 1, 2012
365
371
374
Aug. 25, 2012
374
377
372
Aug. 18, 2012
372
376
382
Aug. 11, 2012
366
369
366
Aug. 4, 2012
361
371
373
July 28, 2012
365
372
373
July 21, 2012
353
368
369
July 14, 2012
386
390
384
July 7, 2012
350
360
369
June 30, 2012
374
372
381
June 23, 2012
386
380
374
June 16, 2012
387
384
378
June 9, 2012
386
383
376
June 2, 2012
377
377
370
May 26, 2012
383
381
379
May 19, 2012
370
371
384
May 12, 2012
370
369
371
May 5, 2012
367
373
370
April 28, 2012
365
372
376
April 21, 2012
388
387
373
April 14, 2012
386
381
362
April 7, 2012
380
387
372
March 31, 2012
357
358
374
March 24, 2012
359
363
373
March 17, 2012
348
368
376
March 10, 2012
351
369
375
March 3, 2012
362
375
373
Feb. 25, 2012
351
365
376
Feb. 18, 2012
351
359
375
Feb. 11, 2012
348
361
373
Feb. 4, 2012
358
368
385
Jan. 28, 2012
367
372
393
Jan. 21, 2012
377
381
385
Jan. 14, 2012
352
367
394
Jan. 7, 2012
399
391
386
Dec. 31, 2011
372
376
370
Dec. 24, 2011
381
386
382
Dec. 17, 2011
364
368
389
Dec. 10, 2011
366
368
388
Dec. 3, 2011
381
387
395
Nov. 26, 2011
402
397
382
Nov. 19, 2011
393
385
392
Nov. 12, 2011
388
383
418
Nov. 5, 2011
390
392
382
Oct. 29, 2011
397
399
386
Oct. 22, 2011
402
403
393
Oct. 15, 2011
403
395
401
Oct. 8, 2011
404
410
405
Oct. 1, 2011
401
405
410
Sept. 24, 2011
391
406
399
Sept. 17, 2011
423
422
398
Sept. 10, 2011
428
429
402
Sept. 3, 2011
414
414
396
Aug. 27, 2011
409
409
410
Aug. 20, 2011
417
415
401
Aug. 13, 2011
408
409
401
Aug. 6, 2011
395
405
398
July 30, 2011
400
406
402
July 23, 2011
398
411
392
July 16, 2011
418
420
400