NOTE: THIS DATA FILE WILL CHANGE! To improve accessibility of data for all users, we will convert this file from a text format to an html table by the end of June 2024. Title: All Employees: Education and Health Services: Private Educational Services in Los Angeles-Long Beach-Anaheim, CA (MSA) Series ID: SMU06310806561000001SA 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 2024-04-01 Last Updated: 2024-05-18 6:22 AM CDT 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 (https://www.statsmodels.org/dev/generated/statsmodels.tsa.x13.x13_arima_analysis.html). More information on X-13ARIMA-SEATS can be found here (https://www.census.gov/data/software/x13as.html). 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 (https://fred.stlouisfed.org/series/SMU06310806561000001). 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 95.71115024118342 1990-02-01 96.09457475628790 1990-03-01 95.36309536215620 1990-04-01 98.08715028786101 1990-05-01 98.59192462602120 1990-06-01 97.42309792617800 1990-07-01 91.25540844259359 1990-08-01 94.39518529448358 1990-09-01 94.04883794944809 1990-10-01 93.99018456437950 1990-11-01 93.16094215620510 1990-12-01 93.28534168993410 1991-01-01 88.90796803767790 1991-02-01 88.31290641814650 1991-03-01 87.20293613393300 1991-04-01 85.67798741554560 1991-05-01 84.49706922959630 1991-06-01 82.58450635487792 1991-07-01 84.68388488242229 1991-08-01 84.82114543608000 1991-09-01 83.39748764777800 1991-10-01 86.99828741149310 1991-11-01 83.89392450358660 1991-12-01 83.49462133168230 1992-01-01 78.69128312816460 1992-02-01 81.38747687852650 1992-03-01 80.75553142028751 1992-04-01 79.56515010820080 1992-05-01 78.19324006094230 1992-06-01 76.45269995198191 1992-07-01 74.67910344343730 1992-08-01 74.56487374939340 1992-09-01 79.86766188156690 1992-10-01 72.86383176351531 1992-11-01 72.60849702495640 1992-12-01 72.79810468496170 1993-01-01 73.37499046969770 1993-02-01 73.13065565658891 1993-03-01 73.11855241754941 1993-04-01 73.09606305818158 1993-05-01 73.12280681503600 1993-06-01 73.55830661182500 1993-07-01 74.28567861086809 1993-08-01 73.73673384146730 1993-09-01 74.75173859811590 1993-10-01 74.00671233358560 1993-11-01 73.93297948951300 1993-12-01 74.14408432510890 1994-01-01 74.41450706611330 1994-02-01 74.25959384642060 1994-03-01 74.87941534173191 1994-04-01 75.97972947565670 1994-05-01 76.29360322243359 1994-06-01 78.13966483860230 1994-07-01 76.86078923307330 1994-08-01 77.10191906148070 1994-09-01 77.07084670254210 1994-10-01 77.43930191140679 1994-11-01 78.02225433161240 1994-12-01 78.15397938925580 1995-01-01 79.89709587002220 1995-02-01 79.89450305106780 1995-03-01 79.55742100514630 1995-04-01 79.17357462020571 1995-05-01 80.01305269922100 1995-06-01 80.78656490848300 1995-07-01 81.30801008097900 1995-08-01 81.68844308358430 1995-09-01 82.67088418814191 1995-10-01 83.58429823006320 1995-11-01 84.76466978695150 1995-12-01 85.16371823590680 1996-01-01 80.61286506445559 1996-02-01 81.48978844440721 1996-03-01 81.59793271096820 1996-04-01 84.47592812415070 1996-05-01 85.96389931556860 1996-06-01 86.95835355942751 1996-07-01 91.14553639849909 1996-08-01 90.00189795909350 1996-09-01 89.42720981675708 1996-10-01 88.00587773480059 1996-11-01 88.56537768572500 1996-12-01 88.82803381291279 1997-01-01 89.69274742597700 1997-02-01 90.58485381001440 1997-03-01 91.10008334970110 1997-04-01 86.07728603135980 1997-05-01 86.15066350102501 1997-06-01 87.31983747744480 1997-07-01 86.79274926317949 1997-08-01 86.92701749948100 1997-09-01 85.99634435548050 1997-10-01 88.43577161146679 1997-11-01 89.02479827131340 1997-12-01 89.75978191761949 1998-01-01 90.08186194378090 1998-02-01 89.80120042582891 1998-03-01 89.15372478298330 1998-04-01 94.31514090141741 1998-05-01 94.84781564525480 1998-06-01 95.81163105307041 1998-07-01 94.52380709762040 1998-08-01 92.79682179462749 1998-09-01 95.43628140063190 1998-10-01 95.77474262610810 1998-11-01 96.29310216553199 1998-12-01 96.51674668424350 1999-01-01 95.76493705590380 1999-02-01 96.04163276493429 1999-03-01 97.15625968177070 1999-04-01 96.16862139832930 1999-05-01 95.86834945701330 1999-06-01 96.30649304079920 1999-07-01 97.61097677391770 1999-08-01 95.72229207553650 1999-09-01 99.27275718910030 1999-10-01 99.78895479889100 1999-11-01 100.54193647399201 1999-12-01 100.54871543727500 2000-01-01 102.77872456458599 2000-02-01 103.22891793139000 2000-03-01 103.88023642380199 2000-04-01 104.72222604111299 2000-05-01 104.95048896095800 2000-06-01 104.31698492416900 2000-07-01 104.33491528045799 2000-08-01 104.64634213473200 2000-09-01 104.40946237247600 2000-10-01 104.02212595870300 2000-11-01 104.15397574574800 2000-12-01 104.88481417781100 2001-01-01 103.61784318584700 2001-02-01 104.13367276684500 2001-03-01 104.82519020689900 2001-04-01 103.87230160254900 2001-05-01 104.50282114545300 2001-06-01 104.46273304193100 2001-07-01 103.99285992282302 2001-08-01 104.28995543630900 2001-09-01 104.72774969365000 2001-10-01 106.24021025229500 2001-11-01 106.39708369371300 2001-12-01 106.52149528090400 2002-01-01 105.30715304330400 2002-02-01 105.90659174172400 2002-03-01 105.91607158098000 2002-04-01 108.07469586646700 2002-05-01 108.91312171006500 2002-06-01 109.63274989775800 2002-07-01 110.58594926539400 2002-08-01 109.94497946574900 2002-09-01 110.88422535533900 2002-10-01 111.38691183074100 2002-11-01 111.90269915929100 2002-12-01 111.96575681641800 2003-01-01 112.91641219364700 2003-02-01 113.18945300392800 2003-03-01 113.48774262534599 2003-04-01 113.15522096532100 2003-05-01 112.73462005771201 2003-06-01 113.61350090461399 2003-07-01 114.43547294465100 2003-08-01 114.66311904610900 2003-09-01 114.00448218195999 2003-10-01 114.51315145910101 2003-11-01 114.67946499160200 2003-12-01 114.77678745026199 2004-01-01 112.48827888435400 2004-02-01 114.02361662828899 2004-03-01 114.53042633179800 2004-04-01 114.00032284893000 2004-05-01 113.92295754674900 2004-06-01 114.39976633615700 2004-07-01 114.46254089173401 2004-08-01 115.53212148065201 2004-09-01 116.55647741016100 2004-10-01 116.01001611920000 2004-11-01 116.14899164615400 2004-12-01 116.08162892983499 2005-01-01 116.65750584106199 2005-02-01 116.59631156181999 2005-03-01 116.26605780390301 2005-04-01 117.03093405662901 2005-05-01 117.17671930847000 2005-06-01 119.29082174754900 2005-07-01 117.14302534063299 2005-08-01 117.90201818239099 2005-09-01 119.36337701376199 2005-10-01 117.44158518187200 2005-11-01 117.47560083221000 2005-12-01 117.74077762248899 2006-01-01 117.82885759969900 2006-02-01 118.16320193365601 2006-03-01 118.50176897208500 2006-04-01 119.32570354964199 2006-05-01 120.20614109765499 2006-06-01 121.64225976110501 2006-07-01 120.27498807857799 2006-08-01 120.95020225711399 2006-09-01 121.31973027107100 2006-10-01 122.06605773074400 2006-11-01 121.93636972971001 2006-12-01 122.44880634743000 2007-01-01 122.79812595740000 2007-02-01 123.18806027763500 2007-03-01 123.44022821938700 2007-04-01 124.19526514163200 2007-05-01 124.25555765400401 2007-06-01 123.60357362311100 2007-07-01 124.39334339254499 2007-08-01 123.58879978128999 2007-09-01 125.40804771071501 2007-10-01 126.30321665590000 2007-11-01 127.05520031403600 2007-12-01 127.27614839936199 2008-01-01 127.97919494681000 2008-02-01 127.88746541948300 2008-03-01 127.88223186254100 2008-04-01 127.98830748634100 2008-05-01 127.60854317164900 2008-06-01 128.74437704139100 2008-07-01 129.07606456651100 2008-08-01 128.99754007996400 2008-09-01 129.77634924316098 2008-10-01 129.77278966681500 2008-11-01 130.19083934298100 2008-12-01 130.99416942128200 2009-01-01 131.21468086646600 2009-02-01 131.94953895062600 2009-03-01 132.51286996447598 2009-04-01 131.99517734034300 2009-05-01 132.44010019885700 2009-06-01 132.24128756050501 2009-07-01 135.67913814463700 2009-08-01 134.19450968308100 2009-09-01 135.64274505432200 2009-10-01 134.46402113486602 2009-11-01 134.36745260645900 2009-12-01 136.03952431189700 2010-01-01 132.93026595142200 2010-02-01 131.66862620975500 2010-03-01 133.50753824135600 2010-04-01 136.87646709035800 2010-05-01 135.88645512836000 2010-06-01 135.20056279654300 2010-07-01 132.04799600232500 2010-08-01 133.61090283640800 2010-09-01 134.75022980587200 2010-10-01 136.02717985729800 2010-11-01 136.78628724734100 2010-12-01 137.32567903334999 2011-01-01 138.97583948322300 2011-02-01 139.36925422325700 2011-03-01 139.89835509305598 2011-04-01 137.79685334555700 2011-05-01 136.74684426545900 2011-06-01 137.24273289038402 2011-07-01 136.71270841569300 2011-08-01 137.25925929105300 2011-09-01 137.31990419933300 2011-10-01 137.97053272545100 2011-11-01 138.86274947806200 2011-12-01 139.22788372074100 2012-01-01 137.85825002807601 2012-02-01 137.41699632252600 2012-03-01 138.16618067790800 2012-04-01 138.22827866767000 2012-05-01 138.97921095172500 2012-06-01 139.51889423304002 2012-07-01 138.47635470222000 2012-08-01 141.55478317568500 2012-09-01 138.13349495577998 2012-10-01 138.44767403516002 2012-11-01 138.09945486607800 2012-12-01 138.54153978196300 2013-01-01 139.62033415111400 2013-02-01 140.13182133505500 2013-03-01 140.32470519800600 2013-04-01 144.78309707359200 2013-05-01 142.81014286001500 2013-06-01 142.83154691332800 2013-07-01 144.49939187870400 2013-08-01 145.74189480345400 2013-09-01 143.72844032587500 2013-10-01 142.56885423093400 2013-11-01 142.16470269736300 2013-12-01 142.32207615964398 2014-01-01 143.14115350385902 2014-02-01 143.79737298739900 2014-03-01 143.76278551771100 2014-04-01 143.50739111335400 2014-05-01 143.19066725560802 2014-06-01 142.03994949498900 2014-07-01 140.92497786321300 2014-08-01 145.93796252014300 2014-09-01 144.82234011119100 2014-10-01 145.52808491887800 2014-11-01 145.09985229535800 2014-12-01 144.73489678819300 2015-01-01 142.93343991252200 2015-02-01 144.09210861447300 2015-03-01 143.92398837462900 2015-04-01 144.96478308081200 2015-05-01 144.75629643760200 2015-06-01 143.07862326920701 2015-07-01 144.66986772148700 2015-08-01 145.94294359602100 2015-09-01 145.95938242717898 2015-10-01 146.03774719279400 2015-11-01 147.20837132852400 2015-12-01 147.65619179301300 2016-01-01 148.23868116099300 2016-02-01 147.98082103243000 2016-03-01 148.55346600884300 2016-04-01 147.64482247683600 2016-05-01 147.92864759764300 2016-06-01 149.42063023206800 2016-07-01 149.27840593418000 2016-08-01 148.03066570352300 2016-09-01 147.73560430438602 2016-10-01 148.63709428296000 2016-11-01 149.24909669509000 2016-12-01 149.30850610160800 2017-01-01 150.36751301565099 2017-02-01 150.22819249979000 2017-03-01 151.13534315871800 2017-04-01 151.86273146955000 2017-05-01 153.13303334541300 2017-06-01 151.46399602412500 2017-07-01 153.94046286059500 2017-08-01 154.22271594784402 2017-09-01 156.48038572633400 2017-10-01 157.38378213722300 2017-11-01 157.77931243768802 2017-12-01 155.97760676210400 2018-01-01 162.32103158508200 2018-02-01 159.47583846405100 2018-03-01 159.65964806768800 2018-04-01 160.03926527209498 2018-05-01 159.64416237587700 2018-06-01 161.08958511599400 2018-07-01 159.92517464970100 2018-08-01 161.32997473500700 2018-09-01 160.91954125851200 2018-10-01 160.78750160064600 2018-11-01 160.71870923478600 2018-12-01 161.99017110856198 2019-01-01 161.73859545416900 2019-02-01 163.79025024100600 2019-03-01 164.74312621839300 2019-04-01 164.42362311534500 2019-05-01 163.81878630194600 2019-06-01 164.22668811016200 2019-07-01 164.18229107446200 2019-08-01 162.10090315080800 2019-09-01 167.27472744484400 2019-10-01 165.99441413850800 2019-11-01 166.65686772746100 2019-12-01 167.58951333564800 2020-01-01 165.56903363840001 2020-02-01 167.97899832175100 2020-03-01 166.48079393054100 2020-04-01 145.11242628720900 2020-05-01 145.99765141797300 2020-06-01 150.47579585058000 2020-07-01 146.28719359771700 2020-08-01 146.22694236763900 2020-09-01 145.73934961754802 2020-10-01 145.20239178618500 2020-11-01 145.88645109982000 2020-12-01 145.90518058844300 2021-01-01 147.22564237390802 2021-02-01 147.40409328891700 2021-03-01 150.35321324625200 2021-04-01 152.95591431311502 2021-05-01 158.04650880646000 2021-06-01 158.05900143850600 2021-07-01 160.43959981868701 2021-08-01 161.29295697310300 2021-09-01 160.09895545932700 2021-10-01 161.05509482138500 2021-11-01 161.49844866492000 2021-12-01 161.63102583802402 2022-01-01 163.32816927941500 2022-02-01 162.97735098656298 2022-03-01 164.15372376870700 2022-04-01 164.07004598006900 2022-05-01 163.24984482203100 2022-06-01 164.29616768458000 2022-07-01 165.23600513509700 2022-08-01 166.91366153224700 2022-09-01 168.65357125721300 2022-10-01 170.33050692462000 2022-11-01 171.78938905387000 2022-12-01 173.20172960699900 2023-01-01 172.93009530196602 2023-02-01 174.24672916617200 2023-03-01 174.99563436727797 2023-04-01 175.72634914596400 2023-05-01 177.65003047648602 2023-06-01 177.26861723320700 2023-07-01 178.26199338137600 2023-08-01 179.36407003455398 2023-09-01 181.00874089784200 2023-10-01 181.58839556662102 2023-11-01 182.37405272055200 2023-12-01 183.63430192563500 2024-01-01 186.88349128248500 2024-02-01 185.95028755183301 2024-03-01 187.12952439182500 2024-04-01 188.33098627918100