Federal Reserve Economic Data

Table Data - All Employees: Education and Health Services: Private Education and Health Services in Philadelphia, PA (MD)

Title All Employees: Education and Health Services: Private Education and Health Services in Philadelphia, PA (MD)
Series ID SMU42379646500000001SA
Source U.S. Bureau of Labor Statistics, Federal Reserve Bank of St. Louis
Release State and Metro Area Employment, Hours, and Earnings (Not a Press Release)
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2025-11-01
Last Updated 2026-01-07 10:42 PM CST
Notes The Federal Reserve Bank of St. Louis seasonally adjusts this series by using the 'statsmodels' library from Python with default parameter settings. The package uses the U.S. Bureau of the Census X-13ARIMA-SEATS Seasonal Adjustment Program. More information on the 'statsmodels' X-13ARIMA-SEATS package can be found here. More information on X-13ARIMA-SEATS can be found here.

Many series include both seasonally adjusted (SA) and not seasonally adjusted (NSA) data. Occasionally, updates to the data will not include sufficient seasonal factors to trigger a seasonal adjustment. In these cases, the NSA series will be updated normally; but the SA series will also be updated with the NSA data. The NSA series can be located here here.

Some seasonally adjusted series may exhibit negative values because they are created from a seasonal adjustment process regardless of the actual meaning or interpretation of the given indicator.
DATE VALUE
1990-01-01 178.092765715047
1990-02-01 178.610909484901
1990-03-01 179.227325647801
1990-04-01 179.047552419449
1990-05-01 179.665298473152
1990-06-01 180.266433971111
1990-07-01 181.869106391521
1990-08-01 182.483578929389
1990-09-01 183.375899095351
1990-10-01 182.811360277871
1990-11-01 183.419648102556
1990-12-01 182.823596563345
1991-01-01 184.539507920202
1991-02-01 185.505472153704
1991-03-01 186.030827277281
1991-04-01 186.479836841308
1991-05-01 186.531750242930
1991-06-01 187.193320273712
1991-07-01 186.696753652410
1991-08-01 187.369553569226
1991-09-01 189.074985915193
1991-10-01 190.051115340905
1991-11-01 190.894676296841
1991-12-01 190.794393050918
1992-01-01 192.309389619702
1992-02-01 192.343914340470
1992-03-01 192.811752469644
1992-04-01 193.927940669605
1992-05-01 194.702568083965
1992-06-01 194.971892501117
1992-07-01 195.052661973787
1992-08-01 194.907212735532
1992-09-01 194.932373249355
1992-10-01 195.192506731628
1992-11-01 195.663558120738
1992-12-01 195.994291702136
1993-01-01 196.640506437956
1993-02-01 196.119478234519
1993-03-01 196.280481307021
1993-04-01 196.082605902744
1993-05-01 196.680297545180
1993-06-01 197.107643718454
1993-07-01 197.825521237103
1993-08-01 198.300752500547
1993-09-01 197.389381882289
1993-10-01 199.192034874640
1993-11-01 198.964314882703
1993-12-01 199.652230915178
1994-01-01 200.036080392901
1994-02-01 200.414984331361
1994-03-01 200.645802415531
1994-04-01 201.121418530677
1994-05-01 201.409587046287
1994-06-01 201.801016402625
1994-07-01 201.610046411850
1994-08-01 201.775108280660
1994-09-01 201.880818917239
1994-10-01 201.569973083359
1994-11-01 201.584696448818
1994-12-01 200.477376137121
1995-01-01 202.204267327710
1995-02-01 203.650604817922
1995-03-01 204.224479347410
1995-04-01 201.677187618351
1995-05-01 203.087619838640
1995-06-01 203.327597955552
1995-07-01 203.612061222227
1995-08-01 204.131434422676
1995-09-01 200.229937309312
1995-10-01 203.719348195972
1995-11-01 204.062182058197
1995-12-01 203.810060014067
1996-01-01 201.873383951412
1996-02-01 204.150274399057
1996-03-01 205.242095607927
1996-04-01 205.077991954972
1996-05-01 205.524949672264
1996-06-01 205.503505391835
1996-07-01 206.026928565422
1996-08-01 206.077449900817
1996-09-01 206.706045781560
1996-10-01 207.350738925499
1996-11-01 208.277162811146
1996-12-01 207.727173801493
1997-01-01 205.887766202415
1997-02-01 206.427275999726
1997-03-01 205.868444438821
1997-04-01 206.466168021236
1997-05-01 205.764622196343
1997-06-01 205.936167915273
1997-07-01 206.371286706691
1997-08-01 207.067820630694
1997-09-01 208.583134039782
1997-10-01 209.523345384584
1997-11-01 210.109604676657
1997-12-01 210.737591365303
1998-01-01 211.398463395133
1998-02-01 211.442967555365
1998-03-01 211.767735834699
1998-04-01 212.593292307485
1998-05-01 212.550169186729
1998-06-01 212.255765814721
1998-07-01 211.906386223923
1998-08-01 212.228753065680
1998-09-01 211.964676850352
1998-10-01 212.822056579968
1998-11-01 213.050510319778
1998-12-01 213.301568769082
1999-01-01 212.848958152535
1999-02-01 213.439757602496
1999-03-01 214.053698902502
1999-04-01 214.665935031098
1999-05-01 217.226052687921
1999-06-01 216.878625419898
1999-07-01 216.884294755615
1999-08-01 216.373871529710
1999-09-01 216.433169064880
1999-10-01 216.378996557401
1999-11-01 216.921057198424
1999-12-01 217.692526741142
2000-01-01 219.644236686982
2000-02-01 218.681609701998
2000-03-01 219.057886914928
2000-04-01 219.006145730282
2000-05-01 219.673294805481
2000-06-01 219.211381229277
2000-07-01 220.408226121669
2000-08-01 222.047618799995
2000-09-01 221.190791985993
2000-10-01 220.950846055545
2000-11-01 219.866812949344
2000-12-01 221.639684542467
2001-01-01 223.811851602400
2001-02-01 223.703072991564
2001-03-01 223.731461015292
2001-04-01 223.462347806795
2001-05-01 223.489001430720
2001-06-01 224.436400993991
2001-07-01 224.178243696405
2001-08-01 225.353684373303
2001-09-01 224.545016100676
2001-10-01 224.797508951890
2001-11-01 224.995102009430
2001-12-01 224.656496803472
2002-01-01 224.510102959143
2002-02-01 224.624862322079
2002-03-01 225.191456398751
2002-04-01 225.494825174383
2002-05-01 226.372268723520
2002-06-01 227.660054220559
2002-07-01 228.113238131555
2002-08-01 228.641874285361
2002-09-01 229.374587491733
2002-10-01 229.380584112544
2002-11-01 229.677038067021
2002-12-01 228.924362340373
2003-01-01 231.783035892515
2003-02-01 231.529672269225
2003-03-01 232.100325077433
2003-04-01 231.816687666927
2003-05-01 231.576629800704
2003-06-01 232.130714804600
2003-07-01 231.534730124948
2003-08-01 231.801579206660
2003-09-01 231.402070109621
2003-10-01 231.018760697389
2003-11-01 231.235796111087
2003-12-01 231.093362829489
2004-01-01 225.823523433658
2004-02-01 227.031978325664
2004-03-01 228.771973282309
2004-04-01 228.736600582004
2004-05-01 228.334364785836
2004-06-01 228.216486236451
2004-07-01 229.098594713238
2004-08-01 229.242383927285
2004-09-01 229.093803061407
2004-10-01 229.641075324515
2004-11-01 229.473339980509
2004-12-01 230.527777559572
2005-01-01 229.298937423439
2005-02-01 229.684154322051
2005-03-01 229.583134105869
2005-04-01 231.473255354898
2005-05-01 231.233326627051
2005-06-01 230.467702020599
2005-07-01 231.613894833850
2005-08-01 231.983589043704
2005-09-01 233.874080988946
2005-10-01 234.730621690123
2005-11-01 235.831332875091
2005-12-01 236.154838353592
2006-01-01 235.921491213919
2006-02-01 236.314929588260
2006-03-01 236.313225856486
2006-04-01 236.874967873100
2006-05-01 237.436938383209
2006-06-01 238.151347094592
2006-07-01 238.344675423937
2006-08-01 238.403713752327
2006-09-01 239.898352278108
2006-10-01 239.997499357612
2006-11-01 240.285334997296
2006-12-01 240.073601068823
2007-01-01 241.568653411182
2007-02-01 241.347216823821
2007-03-01 244.390462216980
2007-04-01 242.764822690984
2007-05-01 243.681796156704
2007-06-01 244.192203841331
2007-07-01 244.743368616715
2007-08-01 245.164218535887
2007-09-01 244.881699700298
2007-10-01 246.374111132107
2007-11-01 246.357221069377
2007-12-01 246.852752205044
2008-01-01 245.443466163940
2008-02-01 248.032772626562
2008-03-01 248.072405307407
2008-04-01 249.443580597859
2008-05-01 249.248185838205
2008-06-01 249.155575392850
2008-07-01 249.990142973808
2008-08-01 250.894528946933
2008-09-01 251.755508893662
2008-10-01 251.829134496729
2008-11-01 252.668948791478
2008-12-01 253.626737674634
2009-01-01 254.115219843057
2009-02-01 254.358023407307
2009-03-01 253.476866510500
2009-04-01 252.663890246395
2009-05-01 252.437664417877
2009-06-01 252.791639921757
2009-07-01 253.857139892459
2009-08-01 252.982458081756
2009-09-01 251.450188162056
2009-10-01 252.358687756632
2009-11-01 252.458565992844
2009-12-01 252.206255933409
2010-01-01 253.239037323000
2010-02-01 252.445734079078
2010-03-01 253.181062800378
2010-04-01 253.996687885242
2010-05-01 255.524391030437
2010-06-01 256.338466806532
2010-07-01 257.243077148090
2010-08-01 257.498940525900
2010-09-01 255.648175585363
2010-10-01 258.698727598325
2010-11-01 258.993186444078
2010-12-01 259.395883578190
2011-01-01 258.904630916146
2011-02-01 260.129190165222
2011-03-01 261.093586604701
2011-04-01 260.794016582500
2011-05-01 261.087816415371
2011-06-01 261.126056132944
2011-07-01 261.435318327703
2011-08-01 261.355324340183
2011-09-01 260.979404114633
2011-10-01 260.433134983228
2011-11-01 260.948119850647
2011-12-01 261.830205624621
2012-01-01 261.711007362262
2012-02-01 261.911138512024
2012-03-01 264.272637748024
2012-04-01 262.881260509840
2012-05-01 262.804195122338
2012-06-01 262.724653771113
2012-07-01 262.331712901918
2012-08-01 262.551560957790
2012-09-01 263.162449026068
2012-10-01 263.910668980424
2012-11-01 263.462187090807
2012-12-01 263.617895358868
2013-01-01 263.396027655466
2013-02-01 263.859214034066
2013-03-01 266.147285138519
2013-04-01 263.146565136951
2013-05-01 262.704008344563
2013-06-01 263.442446194877
2013-07-01 263.331883538381
2013-08-01 263.524381639872
2013-09-01 265.352457135728
2013-10-01 264.436084086481
2013-11-01 265.838344584713
2013-12-01 264.847330930107
2014-01-01 265.489292631039
2014-02-01 265.532196731905
2014-03-01 266.297423331145
2014-04-01 267.824332313173
2014-05-01 267.867377327493
2014-06-01 268.542592263079
2014-07-01 269.368105816084
2014-08-01 270.309985468011
2014-09-01 270.174743404065
2014-10-01 270.686060526869
2014-11-01 271.408218544595
2014-12-01 271.248574540604
2015-01-01 271.918915844505
2015-02-01 271.979703641645
2015-03-01 271.974484036425
2015-04-01 272.328392359753
2015-05-01 272.581392036153
2015-06-01 273.254112918754
2015-07-01 273.164552944415
2015-08-01 273.018455426528
2015-09-01 272.439691199309
2015-10-01 274.407381449407
2015-11-01 274.853047178213
2015-12-01 275.610944348997
2016-01-01 276.008655835495
2016-02-01 276.391458733403
2016-03-01 277.198568587550
2016-04-01 278.975700275965
2016-05-01 279.664391710117
2016-06-01 279.750594295336
2016-07-01 281.124977686995
2016-08-01 281.721790189508
2016-09-01 282.702713417309
2016-10-01 282.822837313094
2016-11-01 283.064298485438
2016-12-01 284.153593537931
2017-01-01 285.134873579142
2017-02-01 285.601175551841
2017-03-01 286.063409806052
2017-04-01 285.731831149428
2017-05-01 286.229047392728
2017-06-01 285.704840052026
2017-07-01 287.438046996072
2017-08-01 287.463897965279
2017-09-01 288.821832661948
2017-10-01 288.988472371848
2017-11-01 290.663568072951
2017-12-01 292.929396020747
2018-01-01 291.320239724214
2018-02-01 293.336294613543
2018-03-01 293.736838609332
2018-04-01 294.346220600591
2018-05-01 295.171873010844
2018-06-01 296.036010381959
2018-07-01 296.310562773907
2018-08-01 297.653708146174
2018-09-01 298.556163270440
2018-10-01 299.638794148519
2018-11-01 299.170017724509
2018-12-01 299.643869444898
2019-01-01 301.295137147989
2019-02-01 300.480560716059
2019-03-01 302.116408694028
2019-04-01 302.431243759789
2019-05-01 302.344924760999
2019-06-01 302.119231178354
2019-07-01 300.317812295470
2019-08-01 301.749208886756
2019-09-01 302.766175998986
2019-10-01 303.785981075528
2019-11-01 304.409298028965
2019-12-01 305.679001293681
2020-01-01 305.760932050701
2020-02-01 306.558711677365
2020-03-01 304.739399574261
2020-04-01 277.844287326088
2020-05-01 278.566925207542
2020-06-01 283.396551804810
2020-07-01 283.395683550854
2020-08-01 284.106957608159
2020-09-01 283.709296226107
2020-10-01 283.625404487680
2020-11-01 284.856745849287
2020-12-01 282.672957161531
2021-01-01 285.715492728736
2021-02-01 283.162329523428
2021-03-01 289.558717195550
2021-04-01 289.540743845319
2021-05-01 291.308643437950
2021-06-01 290.780867594506
2021-07-01 290.578117652665
2021-08-01 291.536387567037
2021-09-01 291.479768440079
2021-10-01 294.402110857744
2021-11-01 295.061031041557
2021-12-01 296.850053708859
2022-01-01 296.575192555383
2022-02-01 298.575469652938
2022-03-01 299.746503949715
2022-04-01 302.181326054717
2022-05-01 303.061464406251
2022-06-01 301.777009103773
2022-07-01 305.215528683268
2022-08-01 306.818551999580
2022-09-01 309.112906468782
2022-10-01 309.342639012747
2022-11-01 310.031697644475
2022-12-01 311.164014084577
2023-01-01 313.130575707325
2023-02-01 313.806378648348
2023-03-01 316.221861646667
2023-04-01 316.513490265927
2023-05-01 317.180349700958
2023-06-01 318.091119225090
2023-07-01 320.014242494785
2023-08-01 321.841808905922
2023-09-01 323.842741598059
2023-10-01 324.515912988672
2023-11-01 325.986470165921
2023-12-01 328.638214878234
2024-01-01 326.572994265985
2024-02-01 329.034965834359
2024-03-01 327.245916692573
2024-04-01 327.417987119507
2024-05-01 328.754221067686
2024-06-01 329.685278602322
2024-07-01 329.962825770717
2024-08-01 330.294810550352
2024-09-01 331.107218809558
2024-10-01 331.861971267054
2024-11-01 333.335407167370
2024-12-01 334.321188943834
2025-01-01 336.958292905720
2025-02-01 337.430909334835
2025-03-01 339.140760924307
2025-04-01 340.709995490579
2025-05-01 338.848662482812
2025-06-01 344.081357829372
2025-07-01 345.490965540780
2025-08-01 346.170208845337
2025-09-01 345.758597341966
2025-10-01 346.722454358098
2025-11-01 347.516682052792

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