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You have many macro variables to choose from the general
category tabs below.
The data source is the Link found in the data heading and the
data series name is in bold type above the data
Note on the number of observations
For the company regression model you may need to go only as
far back in history for each X variable data se
equivalent to the company revenue history.
Keep in mind that you want to use as much information as
possible but in regression the regression model yo
the same.
Make sure that you can explain the correlation between the
selected X variable and the company revenue.
Remember, the X variable should be expected to be highly
correlated with the company revenue.
Note on seasonality
If your company data indicated seasonality then you may
develop a better company forecast model with seas
You may use seasonally adjusted data for either seasonal or non
seasonal company data forecast models.
These data are from the Federal Reserve Bank of St. Louis
FRED2 Database. Updated 12/8/2017
Logic is the Most important factor in selecting an X variable
data series.
a column for each series.
eries
ou must have each data history
sonal data.
FRED Graph Observations
Federal Reserve Economic Data
Link: https://fred.stlouisfed.org
Help: https://fred.stlouisfed.org/help-faq
Economic Research Division
Federal Reserve Bank of St. Louis
USSTHPI All-Transactions House Price Index for the United
States, Index 1980:Q1=100
Frequency: Quarterly
observation_date USSTHPI
1975-01-01 59.79
1975-04-01 61.10
1975-07-01 61.26
1975-10-01 62.43
1976-01-01 62.83
1976-04-01 65.47
1976-07-01 66.58
1976-10-01 67.28
1977-01-01 69.44
1977-04-01 72.66
1977-07-01 74.37
1977-10-01 77.21
1978-01-01 79.52
1978-04-01 82.72
1978-07-01 85.21
1978-10-01 87.47
1979-01-01 91.39
1979-04-01 94.35
1979-07-01 96.42
1979-10-01 98.24
1980-01-01 100.00
1980-04-01 101.56
1980-07-01 104.49
1980-10-01 104.76
1981-01-01 105.32
1981-04-01 107.42
1981-07-01 109.25
1981-10-01 109.14
1982-01-01 110.95
1982-04-01 111.89
1982-07-01 110.85
1982-10-01 112.25
1983-01-01 114.25
1983-04-01 115.45
1983-07-01 116.41
1983-10-01 117.05
1984-01-01 118.83
1984-04-01 120.39
1984-07-01 121.50
1984-10-01 122.49
1985-01-01 124.22
1985-04-01 126.10
1985-07-01 128.09
1985-10-01 129.50
1986-01-01 131.98
1986-04-01 134.73
1986-07-01 136.78
1986-10-01 138.88
1987-01-01 141.62
1987-04-01 143.82
1987-07-01 145.46
1987-10-01 146.39
1988-01-01 148.68
1988-04-01 151.64
1988-07-01 153.20
1988-10-01 154.62
1989-01-01 156.39
1989-04-01 158.56
1989-07-01 161.93
1989-10-01 163.27
1990-01-01 164.19
3/30/1990 164.86
6/29/1990 165.85
9/28/1990 165.21
12/31/1990 166.58
3/29/1991 167.71
6/28/1991 167.99
9/30/1991 170.36
12/31/1991 171.68
3/31/1992 171.64
6/30/1992 173.61
9/30/1992 174.48
12/31/1992 174.55
3/31/1993 176.21
6/30/1993 177.63
9/30/1993 179.10
12/31/1993 180.24
3/31/1994 181.34
6/30/1994 182.08
9/30/1994 181.92
12/30/1994 182.89
3/31/1995 185.88
6/30/1995 188.73
9/29/1995 190.22
12/29/1995 192.36
3/31/1996 192.70
6/30/1996 193.56
9/30/1996 195.07
12/31/1996 196.69
3/31/1997 198.34
6/30/1997 201.07
9/30/1997 203.68
12/31/1997 206.71
3/31/1998 208.58
6/30/1998 211.48
9/30/1998 213.99
12/31/1998 216.24
3/31/1999 219.15
6/30/1999 222.25
9/30/1999 224.54
12/31/1999 228.83
3/31/2000 232.56
6/30/2000 236.79
9/30/2000 240.44
12/31/2000 246.37
3/31/2001 250.50
6/30/2001 254.38
9/30/2001 257.53
12/31/2001 261.24
3/31/2002 265.67
6/30/2002 270.94
9/30/2002 274.78
12/31/2002 278.13
3/31/2003 281.51
6/30/2003 285.83
9/30/2003 293.91
12/31/2003 298.50
3/31/2004 305.73
6/30/2004 317.43
9/30/2004 324.20
12/31/2004 331.67
3/31/2005 342.26
6/30/2005 352.58
9/30/2005 360.57
12/31/2005 366.30
3/31/2006 370.04
6/30/2006 373.11
9/30/2006 376.91
12/31/2006 378.28
3/31/2007 378.03
6/30/2007 373.82
9/30/2007 372.67
12/31/2007 370.00
3/31/2008 360.72
6/30/2008 349.41
9/30/2008 346.23
12/31/2008 348.79
3/31/2009 339.55
6/30/2009 330.57
9/30/2009 328.13
12/31/2009 324.19
3/31/2010 321.30
6/30/2010 324.36
9/30/2010 322.01
12/31/2010 313.16
3/31/2011 307.74
6/30/2011 310.08
9/30/2011 311.44
12/31/2011 308.18
3/31/2012 306.95
6/30/2012 310.91
9/30/2012 313.44
12/31/2012 315.08
3/31/2013 320.07
6/30/2013 325.17
9/30/2013 328.03
12/31/2013 330.95
3/31/2014 337.36
6/30/2014 342.30
9/30/2014 345.17
12/31/2014 348.63
3/31/2015 354.93
6/30/2015 360.56
9/30/2015 363.90
12/31/2015 367.47
3/31/2016 374.82
6/30/2016 381.46
9/30/2016 385.06
12/31/2016 388.90
3/31/2017 399.51
6/30/2017 405.46
0, Quarterly, Not Seasonally Adjusted
FRED Graph Observations
Federal Reserve Economic Data
Link: http://research.stlouisfed.org/fred2
Help: http://research.stlouisfed.org/fred2/help-faq
Economic Research Division
Federal Reserve Bank of St. Louis
Federal government current expenditures, Billions of Dollars,
Quarterly,
W013RU1Q027NBEA
Frequency: QuarterNot Seasonally Adj **Discontinued
observation_date W013RU1Q027NBEA
1947-01-01 9.989
1947-04-01 10.364
1947-07-01 10.362
1947-10-01 9.716
1948-01-01 9.470
1948-04-01 10.055
1948-07-01 10.480
1948-10-01 11.452
1949-01-01 11.654
1949-04-01 11.649
1949-07-01 11.499
1949-10-01 11.585
1950-01-01 13.455
1950-04-01 11.263
1950-07-01 10.210
1950-10-01 12.033
1951-01-01 12.790
1951-04-01 14.178
1951-07-01 15.380
1951-10-01 16.107
1952-01-01 15.605
1952-04-01 16.647
1952-07-01 17.277
1952-10-01 18.409
1953-01-01 17.634
1953-04-01 18.531
1953-07-01 17.280
1953-10-01 19.325
1954-01-01 17.471
1954-04-01 17.811
1954-07-01 16.743
1954-10-01 18.485
1955-01-01 17.488
1955-04-01 17.505
1955-07-01 18.044
1955-10-01 18.601
1956-01-01 17.561
1956-04-01 18.809
1956-07-01 17.771
1956-10-01 20.303
1957-01-01 19.582
1957-04-01 20.436
1957-07-01 20.186
1957-10-01 21.732
1958-01-01 20.661
1958-04-01 21.961
1958-07-01 22.044
1958-10-01 23.424
1959-01-01 21.653
1959-04-01 22.883
1959-07-01 22.833
1959-10-01 23.117
1960-01-01 22.303
1960-04-01 23.348
1960-07-01 23.428
1960-10-01 24.290
1961-01-01 24.013
1961-04-01 25.584
1961-07-01 24.279
1961-10-01 25.908
1962-01-01 26.199
1962-04-01 27.408
1962-07-01 26.891
1962-10-01 28.031
1963-01-01 27.701
1963-04-01 27.979
1963-07-01 29.147
1963-10-01 28.629
1964-01-01 28.737
1964-04-01 29.917
1964-07-01 30.231
1964-10-01 29.295
1965-01-01 29.320
1965-04-01 30.998
1965-07-01 32.761
1965-10-01 32.817
1966-01-01 33.142
1966-04-01 35.490
1966-07-01 38.252
1966-10-01 37.459
1967-01-01 39.807
1967-04-01 41.041
1967-07-01 42.417
1967-10-01 42.479
1968-01-01 43.401
1968-04-01 46.692
1968-07-01 46.873
1968-10-01 47.345
1969-01-01 45.919
1969-04-01 49.415
1969-07-01 51.517
1969-10-01 50.092
1970-01-01 50.684
1970-04-01 55.705
1970-07-01 57.428
1970-10-01 56.075
1971-01-01 57.221
1971-04-01 61.685
1971-07-01 61.265
1971-10-01 61.361
1972-01-01 64.211
1972-04-01 67.358
1972-07-01 66.649
1972-10-01 69.677
1973-01-01 70.255
1973-04-01 72.376
1973-07-01 72.634
1973-10-01 71.670
1974-01-01 75.641
1974-04-01 79.516
1974-07-01 80.161
1974-10-01 83.828
1975-01-01 89.313
1975-04-01 95.090
1975-07-01 93.129
1975-10-01 96.276
1976-01-01 99.397
1976-04-01 99.075
1976-07-01 100.562
1976-10-01 103.409
1977-01-01 105.645
1977-04-01 107.180
1977-07-01 109.472
1977-10-01 113.480
1978-01-01 117.260
1978-04-01 119.695
1978-07-01 121.194
1978-10-01 125.501
1979-01-01 128.096
1979-04-01 130.561
1979-07-01 133.893
1979-10-01 138.993
1980-01-01 147.497
1980-04-01 151.381
1980-07-01 157.176
1980-10-01 163.891
1981-01-01 172.300
1981-04-01 173.098
1981-07-01 177.518
1981-10-01 183.964
1982-01-01 189.419
1982-04-01 191.185
1982-07-01 195.738
1982-10-01 206.946
1983-01-01 208.825
1983-04-01 212.062
1983-07-01 212.030
1983-10-01 216.857
1984-01-01 222.092
1984-04-01 222.584
1984-07-01 224.039
1984-10-01 234.790
1985-01-01 239.658
1985-04-01 241.251
1985-07-01 241.866
1985-10-01 248.569
1986-01-01 250.846
1986-04-01 259.974
1986-07-01 259.138
1986-10-01 260.611
1987-01-01 263.188
1987-04-01 263.834
1987-07-01 262.035
1987-10-01 273.600
1988-01-01 277.828
1988-04-01 277.617
1988-07-01 272.588
1988-10-01 291.741
1989-01-01 297.239
1989-04-01 299.257
1989-07-01 294.304
1989-10-01 308.318
1990-01-01 319.177
3/30/1990 322.154
6/29/1990 317.946
9/28/1990 329.272
12/31/1990 321.676
3/29/1991 337.931
6/28/1991 337.127
9/30/1991 357.300
12/31/1991 367.922
3/31/1992 368.494
6/30/1992 366.716
9/30/1992 383.878
12/31/1992 382.845
3/31/1993 384.189
6/30/1993 383.573
9/30/1993 392.177
12/31/1993 396.019
3/31/1994 389.601
6/30/1994 394.473
9/30/1994 402.884
12/30/1994 416.092
3/31/1995 418.588
6/30/1995 412.239
9/29/1995 411.308
12/29/1995 434.060
3/31/1996 426.331
6/30/1996 422.602
9/30/1996 431.796
12/31/1996 443.672
3/31/1997 438.125
6/30/1997 430.385
9/30/1997 446.296
12/31/1997 451.766
3/31/1998 443.199
6/30/1998 437.937
9/30/1998 454.131
12/31/1998 462.653
3/31/1999 455.022
6/30/1999 452.535
9/30/1999 468.585
12/31/1999 483.883
3/31/2000 477.221
6/30/2000 466.927
9/30/2000 483.646
12/31/2000 512.491
3/31/2001 500.897
6/30/2001 495.002
9/30/2001 508.994
12/31/2001 538.761
3/31/2002 531.668
6/30/2002 526.818
9/30/2002 543.854
12/31/2002 570.450
3/31/2003 575.867
6/30/2003 564.354
9/30/2003 587.264
12/31/2003 619.351
3/31/2004 599.259
6/30/2004 596.288
9/30/2004 611.711
12/31/2004 664.963
3/31/2005 644.043
6/30/2005 643.376
9/30/2005 655.866
12/31/2005 711.916
3/31/2006 688.972
6/30/2006 681.535
9/30/2006 682.346
12/31/2006 752.054
3/31/2007 729.126
6/30/2007 719.787
9/30/2007 731.845
12/31/2007 796.152
3/31/2008 849.125
6/30/2008 792.449
9/30/2008 775.728
12/31/2008 853.612
3/31/2009 883.824
6/30/2009 871.095
9/30/2009 878.669
12/31/2009 982.704
3/31/2010 929.394
6/30/2010 925.013
9/30/2010 934.886
12/31/2010 1008.807
3/31/2011 964.365
6/30/2011 924.250
9/30/2011 920.828
12/31/2011 992.216
3/31/2012 941.670
6/30/2012 924.660
9/30/2012 930.586
12/31/2012 986.581
3/31/2013 943.348
6/30/2013 935.005
9/30/2013 917.304
12/31/2013 1013.945
3/31/2014 966.105
6/30/2014 972.000
9/30/2014 949.324
12/31/2014 1040.716
3/31/2015 995.681
6/30/2015 1007.826
9/30/2015 983.820
12/31/2015 1076.132
3/31/2016 1019.890
6/30/2016 1030.902
9/30/2016 1022.427
FRED Graph Observations
Federal Reserve Economic Data
Link: http://research.stlouisfed.org/fred2
Help: http://research.stlouisfed.org/fred2/help-faq
Economic Research Division
Federal Reserve Bank of St. Louis
Federal Debt Held by the Public, Millions of Dollars, Quarterly,
FYGFDPUN
Not Seasonally Adjusted
Frequency: Quarterly, End of Period
observation_date FYGFDPUN
1970-01-01 280814
1970-04-01 274924
1970-07-01 282367
1970-10-01 291242
1971-01-01 292043
1971-04-01 294417
1971-07-01 304952
1971-10-01 317118
1972-01-01 320987
1972-04-01 314976
1972-07-01 319574
1972-10-01 331576
1973-01-01 339859
1973-04-01 333932
1973-07-01 332838
1973-10-01 339432
1974-01-01 342459
1974-04-01 336029
1974-07-01 340881
1974-10-01 351457
1975-01-01 371201
1975-04-01 387905
1975-07-01 411381
1975-10-01 437305
1976-01-01 461423
1976-04-01 470821
1976-07-01 488327
1976-10-01 506445
1977-01-01 524258
1977-04-01 523221
1977-07-01 543350
1977-10-01 564094
1978-01-01 585233
1978-04-01 587939
1978-07-01 603571
1978-10-01 619207
1979-01-01 630518
1979-04-01 626388
1979-07-01 638836
1979-10-01 657968
1980-01-01 667123
1980-04-01 682710
1980-07-01 709958
1980-10-01 737746
1981-01-01 773676
1981-04-01 771255
1981-07-01 789799
1981-10-01 825509
1982-01-01 858888
1982-04-01 867916
1982-07-01 925631
1982-10-01 987719
1983-01-01 1043339
1983-04-01 1090291
1983-07-01 1138188
1983-10-01 1174425
1984-01-01 1223898
1984-04-01 1255100
1984-07-01 1309183
1984-10-01 1373366
1985-01-01 1415232
1985-04-01 1460484
1985-07-01 1506558
1985-10-01 1597083
1986-01-01 1634259
1986-04-01 1684939
1986-07-01 1742445
1986-10-01 1811744
1987-01-01 1839271
1987-04-01 1871150
1987-07-01 1893110
1987-10-01 1954065
1988-01-01 1996711
1988-04-01 2013414
1988-07-01 2051735
1988-10-01 2095179
1989-01-01 2133419
1989-04-01 2142122
1989-07-01 2180726
1989-10-01 2245171
1990-01-01 2329264
3/30/1990 2368772
6/29/1990 2437551
9/28/1990 2536545
12/31/1990 2598351
3/29/1991 2642863
6/28/1991 2745729
9/30/1991 2833034
12/31/1991 2917630
3/31/1992 2976774
6/30/1992 3048291
9/30/1992 3129308
12/31/1992 3187556
3/31/1993 3252285
6/30/1993 3294796
9/30/1993 3382197
12/31/1993 3434208
3/31/1994 3442868
6/30/1994 3479652
9/30/1994 3543118
12/30/1994 3609459
3/31/1995 3634808
6/30/1995 3653199
9/29/1995 3684209
12/29/1995 3764019
3/31/1996 3738633
6/30/1996 3777808
9/30/1996 3825994
12/31/1996 3874106
3/31/1997 3804568
6/30/1997 3816381
9/30/1997 3846706
12/31/1997 3872048
3/31/1998 3790379
6/30/1998 3762333
9/30/1998 3787391
12/31/1998 3794549
3/31/1999 3685167
6/30/1999 3667597
9/30/1999 3715531
12/31/1999 3687974
3/31/2000 3495713
6/30/2000 3438416
9/30/2000 3413541
12/31/2000 3434386
3/31/2001 3274176
6/30/2001 3338707
9/30/2001 3393758
12/31/2001 3443674
3/31/2002 3463544
6/30/2002 3552588
9/30/2002 3647385
12/31/2002 3710779
3/31/2003 3816279
6/30/2003 3924045
9/30/2003 4044054
12/31/2003 4176667
3/31/2004 4218734
6/30/2004 4303366
9/30/2004 4406352
12/31/2004 4572397
3/31/2005 4527630
6/30/2005 4601378
9/30/2005 4714607
12/31/2005 4872804
3/31/2006 4797450
6/30/2006 4843208
9/30/2006 4901208
12/31/2006 5054278
3/31/2007 4943033
6/30/2007 5049242
9/30/2007 5136288
12/31/2007 5334048
3/31/2008 5285025
6/30/2008 5814240
9/30/2008 6372651
12/31/2008 6836338
3/31/2009 7176464
6/30/2009 7554537
9/30/2009 7814359
12/31/2009 8294251
3/31/2010 8639220
6/30/2010 9027611
9/30/2010 9395411
12/31/2010 9656573
3/31/2011 9746879
6/30/2011 10132039
9/30/2011 10452503
12/31/2011 10876394
3/31/2012 11048217
6/30/2012 11274396
9/30/2012 11586560
12/31/2012 11922454
3/31/2013 11906573
6/30/2013 11980978
9/30/2013 12355194
12/31/2013 12619199
3/31/2014 12572021
6/30/2014 12784809
9/30/2014 13023818
12/31/2014 13090183
3/31/2015 13075036
6/30/2015 13123756
9/30/2015 13699868
12/31/2015 13929762
3/31/2016 13937309
6/30/2016 14177750
9/30/2016 14439326
12/31/2016 14374457
3/31/2017 14370898
6/30/2017 14681827
FRED Graph Observations
Federal Reserve Economic Data
Link: http://research.stlouisfed.org/fred2
Help: http://research.stlouisfed.org/fred2/help-faq
Economic Research Division
Federal Reserve Bank of St. Louis
Mortgage Debt Outstanding, All holders, Millions of Dollars,
Quarterly,
MDOAH
Not Seasonally Adjusted
Frequency: Quarterly, End of Period
observation_date MDOAH
1951-10-01 92435.00
1952-01-01 94253.00
1952-04-01 96746.00
1952-07-01 99215.00
1952-10-01 101600.00
1953-01-01 103983.00
1953-04-01 106947.00
1953-07-01 109425.00
1953-10-01 111950.00
1954-01-01 114085.00
1954-04-01 117322.00
1954-07-01 120757.00
1954-10-01 124713.00
1955-01-01 128671.00
1955-04-01 133115.00
1955-07-01 137348.00
1955-10-01 141566.00
1956-01-01 145393.00
1956-04-01 149832.00
1956-07-01 153816.00
1956-10-01 157459.00
1957-01-01 160751.00
1957-04-01 164000.00
1957-07-01 167673.00
1957-10-01 171028.00
1958-01-01 173967.00
1958-04-01 177934.00
1958-07-01 182578.00
1958-10-01 187790.00
1959-01-01 192148.00
1959-04-01 197869.00
1959-07-01 203345.00
1959-10-01 208399.00
1960-01-01 212520.00
1960-04-01 217322.00
1960-07-01 222388.00
1960-10-01 227078.00
1961-01-01 231202.00
1961-04-01 236433.00
1961-07-01 242158.00
1961-10-01 248570.00
1962-01-01 252928.00
1962-04-01 259010.00
1962-07-01 265138.00
1962-10-01 271837.00
1963-01-01 276711.00
1963-04-01 283720.00
1963-07-01 290691.00
1963-10-01 297560.00
1964-01-01 302964.00
1964-04-01 309847.00
1964-07-01 317110.00
1964-10-01 324179.00
1965-01-01 329407.00
1965-04-01 336146.00
1965-07-01 342763.00
1965-10-01 349516.00
1966-01-01 356093.00
1966-04-01 363471.00
1966-07-01 369165.00
1966-10-01 373695.00
1967-01-01 376934.00
1967-04-01 382135.00
1967-07-01 389396.00
1967-10-01 396864.00
1968-01-01 402736.00
1968-04-01 409458.00
1968-07-01 417114.00
1968-10-01 424519.00
1969-01-01 428741.00
1969-04-01 435471.00
1969-07-01 443256.00
1969-10-01 450484.00
1970-01-01 462501.00
1970-04-01 477510.00
1970-07-01 489121.00
1970-10-01 498474.00
1971-01-01 505427.00
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1972-10-01 618238.00
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1981-10-01 1654571.00
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1982-04-01 1703748.00
1982-07-01 1715747.00
1982-10-01 1741373.00
1983-01-01 1774530.00
1983-04-01 1826293.00
1983-07-01 1888400.00
1983-10-01 1942425.00
1984-01-01 1997351.25
1984-04-01 2067511.84
1984-07-01 2131849.97
1984-10-01 2178267.59
1985-01-01 2244940.08
1985-04-01 2312105.11
1985-07-01 2380289.18
1985-10-01 2439916.33
1986-01-01 2485698.13
1986-04-01 2560817.51
1986-07-01 2646283.80
1986-10-01 2676261.34
1987-01-01 2756670.52
1987-04-01 2846082.60
1987-07-01 2916027.81
1987-10-01 2968816.61
1988-01-01 3037359.91
1988-04-01 3125218.79
1988-07-01 3198206.63
1988-10-01 3283839.86
1989-01-01 3338698.45
1989-04-01 3408114.24
1989-07-01 3484006.88
1989-10-01 3534490.04
1990-01-01 3628572.65
3/30/1990 3692982.45
6/29/1990 3748640.42
9/28/1990 3790044.31
12/31/1990 3834032.24
3/29/1991 3898542.49
6/28/1991 3901399.18
9/30/1991 3941706.09
12/31/1991 3972344.16
3/31/1992 3994497.15
6/30/1992 4032780.41
9/30/1992 4052423.59
12/31/1992 4053620.09
3/31/1993 4096282.86
6/30/1993 4141888.53
9/30/1993 4183665.81
12/31/1993 4207104.83
3/31/1994 4255756.14
6/30/1994 4306761.22
9/30/1994 4348110.20
12/30/1994 4381017.82
3/31/1995 4435710.53
6/30/1995 4483824.27
9/29/1995 4520688.54
12/29/1995 4592035.16
3/31/1996 4664900.07
6/30/1996 4733275.07
9/30/1996 4801252.57
12/31/1996 4855535.05
3/31/1997 4931823.14
6/30/1997 5044186.49
9/30/1997 5114044.54
12/31/1997 5203350.78
3/31/1998 5321082.91
6/30/1998 5443894.56
9/30/1998 5597796.82
12/31/1998 5723273.65
3/31/1999 5862012.44
6/30/1999 6063091.49
9/30/1999 6203885.41
12/31/1999 6307962.47
3/31/2000 6470066.61
6/30/2000 6620636.99
9/30/2000 6760939.87
12/31/2000 6844754.59
3/31/2001 7051390.92
6/30/2001 7258784.86
9/30/2001 7444394.91
12/31/2001 7613928.11
3/31/2002 7841701.81
6/30/2002 8087379.15
9/30/2002 8353188.89
12/31/2002 8554497.31
3/31/2003 8845649.15
6/30/2003 9126041.87
9/30/2003 9360729.84
12/31/2003 9625662.05
3/31/2004 9973515.52
6/30/2004 10306526.26
9/30/2004 10641350.60
12/31/2004 10936892.85
3/31/2005 11333190.66
6/30/2005 11727216.16
9/30/2005 12107027.25
12/31/2005 12512785.39
3/31/2006 12912451.12
6/30/2006 13254938.64
9/30/2006 13517962.63
12/31/2006 13810606.65
3/31/2007 14106452.98
6/30/2007 14415792.75
9/30/2007 14619727.36
12/31/2007 14759161.67
3/31/2008 14795022.25
6/30/2008 14786851.35
9/30/2008 14719294.34
12/31/2008 14708243.56
3/31/2009 14659092.53
6/30/2009 14560293.24
9/30/2009 14466001.49
12/31/2009 14310982.62
3/31/2010 14194924.10
6/30/2010 14089021.11
9/30/2010 13879051.13
12/31/2010 13790157.76
3/31/2011 13690079.48
6/30/2011 13609179.32
9/30/2011 13554768.45
12/31/2011 13473886.18
3/31/2012 13397635.76
6/30/2012 13350413.99
9/30/2012 13320167.87
12/31/2012 13275242.76
3/31/2013 13275164.37
6/30/2013 13306047.44
9/30/2013 13326410.25
12/31/2013 13317627.66
3/31/2014 13349907.37
6/30/2014 13404829.22
9/30/2014 13478724.41
12/31/2014 13501995.20
3/31/2015 13611641.99
6/30/2015 13719463.02
9/30/2015 13872256.43
12/31/2015 13932747.49
3/31/2016 14059228.00
6/30/2016 14218172.04
9/30/2016 14354164.43
12/31/2016 14445980.18
3/31/2017 14589984.58
FRED Graph Observations
Federal Reserve Economic Data
Link: https://research.stlouisfed.org/fred2
Help: https://research.stlouisfed.org/fred2/help-faq
Economic Research Division
Federal Reserve Bank of St. Louis
Households and nonprofit organizations; net worth, Level,
Millions of Dollars, Quarterly,
HNONWRQ027S
Frequency: Quarterly Not Seasonally Adjusted
observation_date HNONWRQ027S
1951-10-01 1273187.0
1952-01-01 1291102.0
1952-04-01 1313211.0
1952-07-01 1326352.0
1952-10-01 1330075.0
1953-01-01 1340063.0
1953-04-01 1342122.0
1953-07-01 1356524.0
1953-10-01 1377327.0
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1958-04-01 1822326.0
1958-07-01 1876243.0
1958-10-01 1905935.0
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1959-04-01 1953169.0
1959-07-01 1965743.0
1959-10-01 1998792.0
1960-01-01 2006396.0
1960-04-01 2023550.0
1960-07-01 2018406.0
1960-10-01 2071396.0
1961-01-01 2121582.0
1961-04-01 2143685.0
1961-07-01 2179463.0
1961-10-01 2234291.0
1962-01-01 2246328.0
1962-04-01 2150459.0
1962-07-01 2188843.0
1962-10-01 2292786.0
1963-01-01 2338559.0
1963-04-01 2370697.0
1963-07-01 2412148.0
1963-10-01 2406537.0
1964-01-01 2453182.0
1964-04-01 2497230.0
1964-07-01 2543232.0
1964-10-01 2586529.0
1965-01-01 2630078.0
1965-04-01 2626202.0
1965-07-01 2704044.0
1965-10-01 2783612.0
1966-01-01 2789869.0
1966-04-01 2821153.0
1966-07-01 2791239.0
1966-10-01 2881031.0
1967-01-01 2987295.0
1967-04-01 3026502.0
1967-07-01 3112763.0
1967-10-01 3178505.0
1968-01-01 3198291.0
1968-04-01 3337318.0
1968-07-01 3399146.0
1968-10-01 3567685.0
1969-01-01 3584111.0
1969-04-01 3590048.0
1969-07-01 3610307.0
1969-10-01 3627816.0
1970-01-01 3652343.0
1970-04-01 3581415.0
1970-07-01 3710799.0
1970-10-01 3836067.0
1971-01-01 3998542.0
1971-04-01 4068893.0
1971-07-01 4125463.0
1971-10-01 4244678.0
1972-01-01 4400963.0
1972-04-01 4461659.0
1972-07-01 4583657.0
1972-10-01 4827055.0
1973-01-01 4850892.0
1973-04-01 4888988.0
1973-07-01 5073025.0
1973-10-01 5033419.0
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1974-07-01 4993019.0
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1975-04-01 5631860.0
1975-07-01 5613405.0
1975-10-01 5778999.0
1976-01-01 5984095.0
1976-04-01 6159221.0
1976-07-01 6272072.0
1976-10-01 6437125.0
1977-01-01 6540422.0
1977-04-01 6721721.0
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You have many macro variables to choose from the general categ.docx

  • 1. You have many macro variables to choose from the general category tabs below. The data source is the Link found in the data heading and the data series name is in bold type above the data Note on the number of observations For the company regression model you may need to go only as far back in history for each X variable data se equivalent to the company revenue history. Keep in mind that you want to use as much information as possible but in regression the regression model yo the same. Make sure that you can explain the correlation between the selected X variable and the company revenue. Remember, the X variable should be expected to be highly correlated with the company revenue. Note on seasonality If your company data indicated seasonality then you may develop a better company forecast model with seas You may use seasonally adjusted data for either seasonal or non seasonal company data forecast models. These data are from the Federal Reserve Bank of St. Louis FRED2 Database. Updated 12/8/2017 Logic is the Most important factor in selecting an X variable data series.
  • 2. a column for each series. eries ou must have each data history sonal data. FRED Graph Observations Federal Reserve Economic Data Link: https://fred.stlouisfed.org Help: https://fred.stlouisfed.org/help-faq Economic Research Division Federal Reserve Bank of St. Louis USSTHPI All-Transactions House Price Index for the United States, Index 1980:Q1=100 Frequency: Quarterly observation_date USSTHPI 1975-01-01 59.79 1975-04-01 61.10 1975-07-01 61.26 1975-10-01 62.43 1976-01-01 62.83 1976-04-01 65.47 1976-07-01 66.58 1976-10-01 67.28 1977-01-01 69.44 1977-04-01 72.66 1977-07-01 74.37 1977-10-01 77.21 1978-01-01 79.52
  • 3. 1978-04-01 82.72 1978-07-01 85.21 1978-10-01 87.47 1979-01-01 91.39 1979-04-01 94.35 1979-07-01 96.42 1979-10-01 98.24 1980-01-01 100.00 1980-04-01 101.56 1980-07-01 104.49 1980-10-01 104.76 1981-01-01 105.32 1981-04-01 107.42 1981-07-01 109.25 1981-10-01 109.14 1982-01-01 110.95 1982-04-01 111.89 1982-07-01 110.85 1982-10-01 112.25 1983-01-01 114.25 1983-04-01 115.45 1983-07-01 116.41 1983-10-01 117.05 1984-01-01 118.83 1984-04-01 120.39 1984-07-01 121.50 1984-10-01 122.49 1985-01-01 124.22 1985-04-01 126.10 1985-07-01 128.09 1985-10-01 129.50 1986-01-01 131.98 1986-04-01 134.73
  • 4. 1986-07-01 136.78 1986-10-01 138.88 1987-01-01 141.62 1987-04-01 143.82 1987-07-01 145.46 1987-10-01 146.39 1988-01-01 148.68 1988-04-01 151.64 1988-07-01 153.20 1988-10-01 154.62 1989-01-01 156.39 1989-04-01 158.56 1989-07-01 161.93 1989-10-01 163.27 1990-01-01 164.19 3/30/1990 164.86 6/29/1990 165.85 9/28/1990 165.21 12/31/1990 166.58 3/29/1991 167.71 6/28/1991 167.99 9/30/1991 170.36 12/31/1991 171.68 3/31/1992 171.64 6/30/1992 173.61 9/30/1992 174.48 12/31/1992 174.55 3/31/1993 176.21 6/30/1993 177.63 9/30/1993 179.10 12/31/1993 180.24
  • 5. 3/31/1994 181.34 6/30/1994 182.08 9/30/1994 181.92 12/30/1994 182.89 3/31/1995 185.88 6/30/1995 188.73 9/29/1995 190.22 12/29/1995 192.36 3/31/1996 192.70 6/30/1996 193.56 9/30/1996 195.07 12/31/1996 196.69 3/31/1997 198.34 6/30/1997 201.07 9/30/1997 203.68 12/31/1997 206.71 3/31/1998 208.58 6/30/1998 211.48 9/30/1998 213.99 12/31/1998 216.24 3/31/1999 219.15 6/30/1999 222.25 9/30/1999 224.54 12/31/1999 228.83 3/31/2000 232.56 6/30/2000 236.79 9/30/2000 240.44
  • 6. 12/31/2000 246.37 3/31/2001 250.50 6/30/2001 254.38 9/30/2001 257.53 12/31/2001 261.24 3/31/2002 265.67 6/30/2002 270.94 9/30/2002 274.78 12/31/2002 278.13 3/31/2003 281.51 6/30/2003 285.83 9/30/2003 293.91 12/31/2003 298.50 3/31/2004 305.73 6/30/2004 317.43 9/30/2004 324.20 12/31/2004 331.67 3/31/2005 342.26 6/30/2005 352.58 9/30/2005 360.57 12/31/2005 366.30 3/31/2006 370.04 6/30/2006 373.11 9/30/2006 376.91 12/31/2006 378.28 3/31/2007 378.03 6/30/2007 373.82 9/30/2007 372.67
  • 7. 12/31/2007 370.00 3/31/2008 360.72 6/30/2008 349.41 9/30/2008 346.23 12/31/2008 348.79 3/31/2009 339.55 6/30/2009 330.57 9/30/2009 328.13 12/31/2009 324.19 3/31/2010 321.30 6/30/2010 324.36 9/30/2010 322.01 12/31/2010 313.16 3/31/2011 307.74 6/30/2011 310.08 9/30/2011 311.44 12/31/2011 308.18 3/31/2012 306.95 6/30/2012 310.91 9/30/2012 313.44 12/31/2012 315.08 3/31/2013 320.07 6/30/2013 325.17 9/30/2013 328.03 12/31/2013 330.95 3/31/2014 337.36 6/30/2014 342.30 9/30/2014 345.17
  • 8. 12/31/2014 348.63 3/31/2015 354.93 6/30/2015 360.56 9/30/2015 363.90 12/31/2015 367.47 3/31/2016 374.82 6/30/2016 381.46 9/30/2016 385.06 12/31/2016 388.90 3/31/2017 399.51 6/30/2017 405.46 0, Quarterly, Not Seasonally Adjusted FRED Graph Observations Federal Reserve Economic Data Link: http://research.stlouisfed.org/fred2 Help: http://research.stlouisfed.org/fred2/help-faq Economic Research Division Federal Reserve Bank of St. Louis Federal government current expenditures, Billions of Dollars, Quarterly, W013RU1Q027NBEA Frequency: QuarterNot Seasonally Adj **Discontinued observation_date W013RU1Q027NBEA 1947-01-01 9.989 1947-04-01 10.364
  • 9. 1947-07-01 10.362 1947-10-01 9.716 1948-01-01 9.470 1948-04-01 10.055 1948-07-01 10.480 1948-10-01 11.452 1949-01-01 11.654 1949-04-01 11.649 1949-07-01 11.499 1949-10-01 11.585 1950-01-01 13.455 1950-04-01 11.263 1950-07-01 10.210 1950-10-01 12.033 1951-01-01 12.790 1951-04-01 14.178 1951-07-01 15.380 1951-10-01 16.107 1952-01-01 15.605 1952-04-01 16.647 1952-07-01 17.277 1952-10-01 18.409 1953-01-01 17.634 1953-04-01 18.531 1953-07-01 17.280 1953-10-01 19.325 1954-01-01 17.471 1954-04-01 17.811 1954-07-01 16.743 1954-10-01 18.485 1955-01-01 17.488 1955-04-01 17.505 1955-07-01 18.044 1955-10-01 18.601 1956-01-01 17.561 1956-04-01 18.809
  • 10. 1956-07-01 17.771 1956-10-01 20.303 1957-01-01 19.582 1957-04-01 20.436 1957-07-01 20.186 1957-10-01 21.732 1958-01-01 20.661 1958-04-01 21.961 1958-07-01 22.044 1958-10-01 23.424 1959-01-01 21.653 1959-04-01 22.883 1959-07-01 22.833 1959-10-01 23.117 1960-01-01 22.303 1960-04-01 23.348 1960-07-01 23.428 1960-10-01 24.290 1961-01-01 24.013 1961-04-01 25.584 1961-07-01 24.279 1961-10-01 25.908 1962-01-01 26.199 1962-04-01 27.408 1962-07-01 26.891 1962-10-01 28.031 1963-01-01 27.701 1963-04-01 27.979 1963-07-01 29.147 1963-10-01 28.629 1964-01-01 28.737
  • 11. 1964-04-01 29.917 1964-07-01 30.231 1964-10-01 29.295 1965-01-01 29.320 1965-04-01 30.998 1965-07-01 32.761 1965-10-01 32.817 1966-01-01 33.142 1966-04-01 35.490 1966-07-01 38.252 1966-10-01 37.459 1967-01-01 39.807 1967-04-01 41.041 1967-07-01 42.417 1967-10-01 42.479 1968-01-01 43.401 1968-04-01 46.692 1968-07-01 46.873 1968-10-01 47.345 1969-01-01 45.919 1969-04-01 49.415 1969-07-01 51.517 1969-10-01 50.092 1970-01-01 50.684 1970-04-01 55.705 1970-07-01 57.428 1970-10-01 56.075 1971-01-01 57.221 1971-04-01 61.685 1971-07-01 61.265 1971-10-01 61.361 1972-01-01 64.211 1972-04-01 67.358 1972-07-01 66.649
  • 12. 1972-10-01 69.677 1973-01-01 70.255 1973-04-01 72.376 1973-07-01 72.634 1973-10-01 71.670 1974-01-01 75.641 1974-04-01 79.516 1974-07-01 80.161 1974-10-01 83.828 1975-01-01 89.313 1975-04-01 95.090 1975-07-01 93.129 1975-10-01 96.276 1976-01-01 99.397 1976-04-01 99.075 1976-07-01 100.562 1976-10-01 103.409 1977-01-01 105.645 1977-04-01 107.180 1977-07-01 109.472 1977-10-01 113.480 1978-01-01 117.260 1978-04-01 119.695 1978-07-01 121.194 1978-10-01 125.501 1979-01-01 128.096 1979-04-01 130.561 1979-07-01 133.893 1979-10-01 138.993 1980-01-01 147.497 1980-04-01 151.381 1980-07-01 157.176 1980-10-01 163.891
  • 13. 1981-01-01 172.300 1981-04-01 173.098 1981-07-01 177.518 1981-10-01 183.964 1982-01-01 189.419 1982-04-01 191.185 1982-07-01 195.738 1982-10-01 206.946 1983-01-01 208.825 1983-04-01 212.062 1983-07-01 212.030 1983-10-01 216.857 1984-01-01 222.092 1984-04-01 222.584 1984-07-01 224.039 1984-10-01 234.790 1985-01-01 239.658 1985-04-01 241.251 1985-07-01 241.866 1985-10-01 248.569 1986-01-01 250.846 1986-04-01 259.974 1986-07-01 259.138 1986-10-01 260.611 1987-01-01 263.188 1987-04-01 263.834 1987-07-01 262.035 1987-10-01 273.600 1988-01-01 277.828 1988-04-01 277.617 1988-07-01 272.588
  • 14. 1988-10-01 291.741 1989-01-01 297.239 1989-04-01 299.257 1989-07-01 294.304 1989-10-01 308.318 1990-01-01 319.177 3/30/1990 322.154 6/29/1990 317.946 9/28/1990 329.272 12/31/1990 321.676 3/29/1991 337.931 6/28/1991 337.127 9/30/1991 357.300 12/31/1991 367.922 3/31/1992 368.494 6/30/1992 366.716 9/30/1992 383.878 12/31/1992 382.845 3/31/1993 384.189 6/30/1993 383.573 9/30/1993 392.177 12/31/1993 396.019 3/31/1994 389.601 6/30/1994 394.473 9/30/1994 402.884 12/30/1994 416.092 3/31/1995 418.588 6/30/1995 412.239 9/29/1995 411.308
  • 15. 12/29/1995 434.060 3/31/1996 426.331 6/30/1996 422.602 9/30/1996 431.796 12/31/1996 443.672 3/31/1997 438.125 6/30/1997 430.385 9/30/1997 446.296 12/31/1997 451.766 3/31/1998 443.199 6/30/1998 437.937 9/30/1998 454.131 12/31/1998 462.653 3/31/1999 455.022 6/30/1999 452.535 9/30/1999 468.585 12/31/1999 483.883 3/31/2000 477.221 6/30/2000 466.927 9/30/2000 483.646 12/31/2000 512.491 3/31/2001 500.897 6/30/2001 495.002 9/30/2001 508.994 12/31/2001 538.761
  • 16. 3/31/2002 531.668 6/30/2002 526.818 9/30/2002 543.854 12/31/2002 570.450 3/31/2003 575.867 6/30/2003 564.354 9/30/2003 587.264 12/31/2003 619.351 3/31/2004 599.259 6/30/2004 596.288 9/30/2004 611.711 12/31/2004 664.963 3/31/2005 644.043 6/30/2005 643.376 9/30/2005 655.866 12/31/2005 711.916 3/31/2006 688.972 6/30/2006 681.535 9/30/2006 682.346 12/31/2006 752.054 3/31/2007 729.126 6/30/2007 719.787 9/30/2007 731.845 12/31/2007 796.152 3/31/2008 849.125 6/30/2008 792.449 9/30/2008 775.728 12/31/2008 853.612 3/31/2009 883.824
  • 17. 6/30/2009 871.095 9/30/2009 878.669 12/31/2009 982.704 3/31/2010 929.394 6/30/2010 925.013 9/30/2010 934.886 12/31/2010 1008.807 3/31/2011 964.365 6/30/2011 924.250 9/30/2011 920.828 12/31/2011 992.216 3/31/2012 941.670 6/30/2012 924.660 9/30/2012 930.586 12/31/2012 986.581 3/31/2013 943.348 6/30/2013 935.005 9/30/2013 917.304 12/31/2013 1013.945 3/31/2014 966.105 6/30/2014 972.000 9/30/2014 949.324 12/31/2014 1040.716 3/31/2015 995.681 6/30/2015 1007.826
  • 18. 9/30/2015 983.820 12/31/2015 1076.132 3/31/2016 1019.890 6/30/2016 1030.902 9/30/2016 1022.427 FRED Graph Observations Federal Reserve Economic Data Link: http://research.stlouisfed.org/fred2 Help: http://research.stlouisfed.org/fred2/help-faq Economic Research Division Federal Reserve Bank of St. Louis Federal Debt Held by the Public, Millions of Dollars, Quarterly, FYGFDPUN Not Seasonally Adjusted Frequency: Quarterly, End of Period observation_date FYGFDPUN 1970-01-01 280814 1970-04-01 274924 1970-07-01 282367 1970-10-01 291242 1971-01-01 292043 1971-04-01 294417 1971-07-01 304952 1971-10-01 317118 1972-01-01 320987 1972-04-01 314976 1972-07-01 319574 1972-10-01 331576
  • 19. 1973-01-01 339859 1973-04-01 333932 1973-07-01 332838 1973-10-01 339432 1974-01-01 342459 1974-04-01 336029 1974-07-01 340881 1974-10-01 351457 1975-01-01 371201 1975-04-01 387905 1975-07-01 411381 1975-10-01 437305 1976-01-01 461423 1976-04-01 470821 1976-07-01 488327 1976-10-01 506445 1977-01-01 524258 1977-04-01 523221 1977-07-01 543350 1977-10-01 564094 1978-01-01 585233 1978-04-01 587939 1978-07-01 603571 1978-10-01 619207 1979-01-01 630518 1979-04-01 626388 1979-07-01 638836 1979-10-01 657968 1980-01-01 667123 1980-04-01 682710 1980-07-01 709958 1980-10-01 737746 1981-01-01 773676 1981-04-01 771255
  • 20. 1981-07-01 789799 1981-10-01 825509 1982-01-01 858888 1982-04-01 867916 1982-07-01 925631 1982-10-01 987719 1983-01-01 1043339 1983-04-01 1090291 1983-07-01 1138188 1983-10-01 1174425 1984-01-01 1223898 1984-04-01 1255100 1984-07-01 1309183 1984-10-01 1373366 1985-01-01 1415232 1985-04-01 1460484 1985-07-01 1506558 1985-10-01 1597083 1986-01-01 1634259 1986-04-01 1684939 1986-07-01 1742445 1986-10-01 1811744 1987-01-01 1839271 1987-04-01 1871150 1987-07-01 1893110 1987-10-01 1954065 1988-01-01 1996711 1988-04-01 2013414 1988-07-01 2051735 1988-10-01 2095179 1989-01-01 2133419 1989-04-01 2142122 1989-07-01 2180726
  • 21. 1989-10-01 2245171 1990-01-01 2329264 3/30/1990 2368772 6/29/1990 2437551 9/28/1990 2536545 12/31/1990 2598351 3/29/1991 2642863 6/28/1991 2745729 9/30/1991 2833034 12/31/1991 2917630 3/31/1992 2976774 6/30/1992 3048291 9/30/1992 3129308 12/31/1992 3187556 3/31/1993 3252285 6/30/1993 3294796 9/30/1993 3382197 12/31/1993 3434208 3/31/1994 3442868 6/30/1994 3479652 9/30/1994 3543118 12/30/1994 3609459 3/31/1995 3634808 6/30/1995 3653199 9/29/1995 3684209
  • 22. 12/29/1995 3764019 3/31/1996 3738633 6/30/1996 3777808 9/30/1996 3825994 12/31/1996 3874106 3/31/1997 3804568 6/30/1997 3816381 9/30/1997 3846706 12/31/1997 3872048 3/31/1998 3790379 6/30/1998 3762333 9/30/1998 3787391 12/31/1998 3794549 3/31/1999 3685167 6/30/1999 3667597 9/30/1999 3715531 12/31/1999 3687974 3/31/2000 3495713 6/30/2000 3438416 9/30/2000 3413541 12/31/2000 3434386 3/31/2001 3274176 6/30/2001 3338707 9/30/2001 3393758 12/31/2001 3443674 3/31/2002 3463544 6/30/2002 3552588 9/30/2002 3647385
  • 23. 12/31/2002 3710779 3/31/2003 3816279 6/30/2003 3924045 9/30/2003 4044054 12/31/2003 4176667 3/31/2004 4218734 6/30/2004 4303366 9/30/2004 4406352 12/31/2004 4572397 3/31/2005 4527630 6/30/2005 4601378 9/30/2005 4714607 12/31/2005 4872804 3/31/2006 4797450 6/30/2006 4843208 9/30/2006 4901208 12/31/2006 5054278 3/31/2007 4943033 6/30/2007 5049242 9/30/2007 5136288 12/31/2007 5334048 3/31/2008 5285025 6/30/2008 5814240 9/30/2008 6372651 12/31/2008 6836338 3/31/2009 7176464 6/30/2009 7554537 9/30/2009 7814359
  • 24. 12/31/2009 8294251 3/31/2010 8639220 6/30/2010 9027611 9/30/2010 9395411 12/31/2010 9656573 3/31/2011 9746879 6/30/2011 10132039 9/30/2011 10452503 12/31/2011 10876394 3/31/2012 11048217 6/30/2012 11274396 9/30/2012 11586560 12/31/2012 11922454 3/31/2013 11906573 6/30/2013 11980978 9/30/2013 12355194 12/31/2013 12619199 3/31/2014 12572021 6/30/2014 12784809 9/30/2014 13023818 12/31/2014 13090183 3/31/2015 13075036 6/30/2015 13123756 9/30/2015 13699868 12/31/2015 13929762 3/31/2016 13937309 6/30/2016 14177750
  • 25. 9/30/2016 14439326 12/31/2016 14374457 3/31/2017 14370898 6/30/2017 14681827 FRED Graph Observations Federal Reserve Economic Data Link: http://research.stlouisfed.org/fred2 Help: http://research.stlouisfed.org/fred2/help-faq Economic Research Division Federal Reserve Bank of St. Louis Mortgage Debt Outstanding, All holders, Millions of Dollars, Quarterly, MDOAH Not Seasonally Adjusted Frequency: Quarterly, End of Period observation_date MDOAH 1951-10-01 92435.00 1952-01-01 94253.00 1952-04-01 96746.00 1952-07-01 99215.00 1952-10-01 101600.00 1953-01-01 103983.00 1953-04-01 106947.00 1953-07-01 109425.00 1953-10-01 111950.00 1954-01-01 114085.00 1954-04-01 117322.00 1954-07-01 120757.00
  • 26. 1954-10-01 124713.00 1955-01-01 128671.00 1955-04-01 133115.00 1955-07-01 137348.00 1955-10-01 141566.00 1956-01-01 145393.00 1956-04-01 149832.00 1956-07-01 153816.00 1956-10-01 157459.00 1957-01-01 160751.00 1957-04-01 164000.00 1957-07-01 167673.00 1957-10-01 171028.00 1958-01-01 173967.00 1958-04-01 177934.00 1958-07-01 182578.00 1958-10-01 187790.00 1959-01-01 192148.00 1959-04-01 197869.00 1959-07-01 203345.00 1959-10-01 208399.00 1960-01-01 212520.00 1960-04-01 217322.00 1960-07-01 222388.00 1960-10-01 227078.00 1961-01-01 231202.00 1961-04-01 236433.00 1961-07-01 242158.00 1961-10-01 248570.00 1962-01-01 252928.00 1962-04-01 259010.00 1962-07-01 265138.00 1962-10-01 271837.00 1963-01-01 276711.00
  • 27. 1963-04-01 283720.00 1963-07-01 290691.00 1963-10-01 297560.00 1964-01-01 302964.00 1964-04-01 309847.00 1964-07-01 317110.00 1964-10-01 324179.00 1965-01-01 329407.00 1965-04-01 336146.00 1965-07-01 342763.00 1965-10-01 349516.00 1966-01-01 356093.00 1966-04-01 363471.00 1966-07-01 369165.00 1966-10-01 373695.00 1967-01-01 376934.00 1967-04-01 382135.00 1967-07-01 389396.00 1967-10-01 396864.00 1968-01-01 402736.00 1968-04-01 409458.00 1968-07-01 417114.00 1968-10-01 424519.00 1969-01-01 428741.00 1969-04-01 435471.00 1969-07-01 443256.00 1969-10-01 450484.00 1970-01-01 462501.00 1970-04-01 477510.00 1970-07-01 489121.00 1970-10-01 498474.00 1971-01-01 505427.00 1971-04-01 518665.00
  • 28. 1971-07-01 531816.00 1971-10-01 544519.00 1972-01-01 558457.00 1972-04-01 577837.00 1972-07-01 597379.00 1972-10-01 618238.00 1973-01-01 633414.00 1973-04-01 656595.00 1973-07-01 676968.00 1973-10-01 694158.00 1974-01-01 709349.00 1974-04-01 735651.00 1974-07-01 752515.00 1974-10-01 766211.00 1975-01-01 777277.00 1975-04-01 794304.00 1975-07-01 812795.00 1975-10-01 830219.00 1976-01-01 848142.00 1976-04-01 869199.00 1976-07-01 893721.00 1976-10-01 917531.00 1977-01-01 941241.00 1977-04-01 975021.00 1977-07-01 1012779.00 1977-10-01 1049728.00 1978-01-01 1079195.00 1978-04-01 1121598.00 1978-07-01 1164686.00 1978-10-01 1206753.00 1979-01-01 1244696.00
  • 29. 1979-04-01 1292173.00 1979-07-01 1341705.00 1979-10-01 1380989.00 1980-01-01 1424453.00 1980-04-01 1452176.00 1980-07-01 1490793.00 1980-10-01 1528182.00 1981-01-01 1557044.00 1981-04-01 1597278.00 1981-07-01 1631700.00 1981-10-01 1654571.00 1982-01-01 1674397.00 1982-04-01 1703748.00 1982-07-01 1715747.00 1982-10-01 1741373.00 1983-01-01 1774530.00 1983-04-01 1826293.00 1983-07-01 1888400.00 1983-10-01 1942425.00 1984-01-01 1997351.25 1984-04-01 2067511.84 1984-07-01 2131849.97 1984-10-01 2178267.59 1985-01-01 2244940.08 1985-04-01 2312105.11 1985-07-01 2380289.18 1985-10-01 2439916.33 1986-01-01 2485698.13 1986-04-01 2560817.51 1986-07-01 2646283.80 1986-10-01 2676261.34 1987-01-01 2756670.52 1987-04-01 2846082.60 1987-07-01 2916027.81 1987-10-01 2968816.61 1988-01-01 3037359.91
  • 30. 1988-04-01 3125218.79 1988-07-01 3198206.63 1988-10-01 3283839.86 1989-01-01 3338698.45 1989-04-01 3408114.24 1989-07-01 3484006.88 1989-10-01 3534490.04 1990-01-01 3628572.65 3/30/1990 3692982.45 6/29/1990 3748640.42 9/28/1990 3790044.31 12/31/1990 3834032.24 3/29/1991 3898542.49 6/28/1991 3901399.18 9/30/1991 3941706.09 12/31/1991 3972344.16 3/31/1992 3994497.15 6/30/1992 4032780.41 9/30/1992 4052423.59 12/31/1992 4053620.09 3/31/1993 4096282.86 6/30/1993 4141888.53 9/30/1993 4183665.81 12/31/1993 4207104.83 3/31/1994 4255756.14 6/30/1994 4306761.22
  • 31. 9/30/1994 4348110.20 12/30/1994 4381017.82 3/31/1995 4435710.53 6/30/1995 4483824.27 9/29/1995 4520688.54 12/29/1995 4592035.16 3/31/1996 4664900.07 6/30/1996 4733275.07 9/30/1996 4801252.57 12/31/1996 4855535.05 3/31/1997 4931823.14 6/30/1997 5044186.49 9/30/1997 5114044.54 12/31/1997 5203350.78 3/31/1998 5321082.91 6/30/1998 5443894.56 9/30/1998 5597796.82 12/31/1998 5723273.65 3/31/1999 5862012.44 6/30/1999 6063091.49 9/30/1999 6203885.41 12/31/1999 6307962.47 3/31/2000 6470066.61 6/30/2000 6620636.99 9/30/2000 6760939.87 12/31/2000 6844754.59 3/31/2001 7051390.92 6/30/2001 7258784.86 9/30/2001 7444394.91
  • 32. 12/31/2001 7613928.11 3/31/2002 7841701.81 6/30/2002 8087379.15 9/30/2002 8353188.89 12/31/2002 8554497.31 3/31/2003 8845649.15 6/30/2003 9126041.87 9/30/2003 9360729.84 12/31/2003 9625662.05 3/31/2004 9973515.52 6/30/2004 10306526.26 9/30/2004 10641350.60 12/31/2004 10936892.85 3/31/2005 11333190.66 6/30/2005 11727216.16 9/30/2005 12107027.25 12/31/2005 12512785.39 3/31/2006 12912451.12 6/30/2006 13254938.64 9/30/2006 13517962.63 12/31/2006 13810606.65 3/31/2007 14106452.98 6/30/2007 14415792.75 9/30/2007 14619727.36 12/31/2007 14759161.67
  • 33. 3/31/2008 14795022.25 6/30/2008 14786851.35 9/30/2008 14719294.34 12/31/2008 14708243.56 3/31/2009 14659092.53 6/30/2009 14560293.24 9/30/2009 14466001.49 12/31/2009 14310982.62 3/31/2010 14194924.10 6/30/2010 14089021.11 9/30/2010 13879051.13 12/31/2010 13790157.76 3/31/2011 13690079.48 6/30/2011 13609179.32 9/30/2011 13554768.45 12/31/2011 13473886.18 3/31/2012 13397635.76 6/30/2012 13350413.99 9/30/2012 13320167.87 12/31/2012 13275242.76 3/31/2013 13275164.37 6/30/2013 13306047.44 9/30/2013 13326410.25 12/31/2013 13317627.66 3/31/2014 13349907.37 6/30/2014 13404829.22 9/30/2014 13478724.41 12/31/2014 13501995.20 3/31/2015 13611641.99
  • 34. 6/30/2015 13719463.02 9/30/2015 13872256.43 12/31/2015 13932747.49 3/31/2016 14059228.00 6/30/2016 14218172.04 9/30/2016 14354164.43 12/31/2016 14445980.18 3/31/2017 14589984.58 FRED Graph Observations Federal Reserve Economic Data Link: https://research.stlouisfed.org/fred2 Help: https://research.stlouisfed.org/fred2/help-faq Economic Research Division Federal Reserve Bank of St. Louis Households and nonprofit organizations; net worth, Level, Millions of Dollars, Quarterly, HNONWRQ027S Frequency: Quarterly Not Seasonally Adjusted observation_date HNONWRQ027S 1951-10-01 1273187.0 1952-01-01 1291102.0 1952-04-01 1313211.0 1952-07-01 1326352.0 1952-10-01 1330075.0 1953-01-01 1340063.0 1953-04-01 1342122.0 1953-07-01 1356524.0
  • 35. 1953-10-01 1377327.0 1954-01-01 1399896.0 1954-04-01 1421473.0 1954-07-01 1457386.0 1954-10-01 1474269.0 1955-01-01 1496153.0 1955-04-01 1531026.0 1955-07-01 1569854.0 1955-10-01 1589611.0 1956-01-01 1632060.0 1956-04-01 1641903.0 1956-07-01 1660173.0 1956-10-01 1698339.0 1957-01-01 1710920.0 1957-04-01 1747847.0 1957-07-01 1745884.0 1957-10-01 1762562.0 1958-01-01 1795389.0 1958-04-01 1822326.0 1958-07-01 1876243.0 1958-10-01 1905935.0 1959-01-01 1925941.0 1959-04-01 1953169.0 1959-07-01 1965743.0 1959-10-01 1998792.0 1960-01-01 2006396.0 1960-04-01 2023550.0 1960-07-01 2018406.0 1960-10-01 2071396.0 1961-01-01 2121582.0 1961-04-01 2143685.0 1961-07-01 2179463.0 1961-10-01 2234291.0 1962-01-01 2246328.0 1962-04-01 2150459.0 1962-07-01 2188843.0
  • 36. 1962-10-01 2292786.0 1963-01-01 2338559.0 1963-04-01 2370697.0 1963-07-01 2412148.0 1963-10-01 2406537.0 1964-01-01 2453182.0 1964-04-01 2497230.0 1964-07-01 2543232.0 1964-10-01 2586529.0 1965-01-01 2630078.0 1965-04-01 2626202.0 1965-07-01 2704044.0 1965-10-01 2783612.0 1966-01-01 2789869.0 1966-04-01 2821153.0 1966-07-01 2791239.0 1966-10-01 2881031.0 1967-01-01 2987295.0 1967-04-01 3026502.0 1967-07-01 3112763.0 1967-10-01 3178505.0 1968-01-01 3198291.0 1968-04-01 3337318.0 1968-07-01 3399146.0 1968-10-01 3567685.0 1969-01-01 3584111.0 1969-04-01 3590048.0 1969-07-01 3610307.0 1969-10-01 3627816.0 1970-01-01 3652343.0 1970-04-01 3581415.0
  • 37. 1970-07-01 3710799.0 1970-10-01 3836067.0 1971-01-01 3998542.0 1971-04-01 4068893.0 1971-07-01 4125463.0 1971-10-01 4244678.0 1972-01-01 4400963.0 1972-04-01 4461659.0 1972-07-01 4583657.0 1972-10-01 4827055.0 1973-01-01 4850892.0 1973-04-01 4888988.0 1973-07-01 5073025.0 1973-10-01 5033419.0 1974-01-01 5064247.0 1974-04-01 5045694.0 1974-07-01 4993019.0 1974-10-01 5138261.0 1975-01-01 5396125.0 1975-04-01 5631860.0 1975-07-01 5613405.0 1975-10-01 5778999.0 1976-01-01 5984095.0 1976-04-01 6159221.0 1976-07-01 6272072.0 1976-10-01 6437125.0 1977-01-01 6540422.0 1977-04-01 6721721.0