2121 11. boottest {post_self=.04} {post}, `julia' nogr // separate tests, no correction for multiple hypotheses
2222 12. boottest {(post) (post_self=.04)} {(post) (post_self=.08)}, `julia' madj(sidak) nogr // separate tests, Sidak correction for multiple hypotheses
2323 13.
24- . use nlsw88
24+ . webuse nlsw88
2525 14.
2626. qui regress wage tenure ttl_exp collgrad, cluster(industry)
2727 15. boottest tenure, `julia' svmat nogr // wild bootstrap test of joint null, Rademacher weights, null imposed, saving simulated distribution
@@ -347,22 +347,22 @@ Linear regression Number of obs = 1,855
347347 R-squared = 0.2744
348348 Root MSE = 3.5578
349349
350- (Std. err. adjusted for 12 clusters in industry)
351- ------------------------------------------------------------------------------
352- | Robust
353- wage | Coefficient std. err. t P>|t| [95% conf. interval]
354- -------------+----------------------------------------------------------------
355- tenure | .0371771 .0144888 2.57 0.026 .0052874 .0690668
356- ttl_exp | .2672039 .0213283 12.53 0.000 .2202605 .3141472
357- collgrad | 3.152462 .3625251 8.70 0.000 2.35455 3.950374
358- |
359- south#union |
360- 0#union | .4785269 .3349975 1.43 0.181 -.2587976 1.215851
361- 1#nonunion | -1.438916 .2353751 -6.11 0.000 -1.956973 -.9208588
362- 1#union | -.3029596 .6704026 -0.45 0.660 -1.778506 1.172586
363- |
364- _cons | 3.581387 .220271 16.26 0.000 3.096574 4.0662
365- ------------------------------------------------------------------------------
350+ (Std. err. adjusted for 12 clusters in industry)
351+ ----------------------------------------------------------------------------------
352+ | Robust
353+ wage | Coefficient std. err. t P>|t| [95% conf. interval]
354+ ----------------- +----------------------------------------------------------------
355+ tenure | .0371771 .0144888 2.57 0.026 .0052874 .0690668
356+ ttl_exp | .2672039 .0213283 12.53 0.000 .2202605 .3141472
357+ collgrad | 3.152462 .3625251 8.70 0.000 2.35455 3.950374
358+ |
359+ south#union |
360+ Not south#Union | .4785269 .3349975 1.43 0.181 -.2587976 1.215851
361+ South#Nonunion | -1.438916 .2353751 -6.11 0.000 -1.956973 -.9208588
362+ South#Union | -.3029596 .6704026 -0.45 0.660 -1.778506 1.172586
363+ |
364+ _cons | 3.581387 .220271 16.26 0.000 3.096574 4.0662
365+ ----------------------------------------------------------------------------------
366366
367367Predictive margins Number of obs = 1,855
368368Model VCE: Robust
@@ -374,8 +374,8 @@ Expression: Linear prediction, predict()
374374 | Margin std. err. t P>|t| [95% conf. interval]
375375-------------+----------------------------------------------------------------
376376 south |
377- 0 | 8.164246 .3020966 27.03 0.000 7.499336 8.829156
378- 1 | 6.887295 .4175234 16.50 0.000 5.968332 7.806258
377+ Not south | 8.164246 .3020966 27.03 0.000 7.499336 8.829156
378+ South | 6.887295 .4175234 16.50 0.000 5.968332 7.806258
379379------------------------------------------------------------------------------
380380
381381Wild bootstrap-t, null imposed, 999 replications, Wald test, bootstrap clustering by industry, Rademacher weights:
@@ -404,7 +404,8 @@ dy/dx wrt: 1.south
404404 | Delta-method
405405 | dy/dx std. err. t P>|t| [95% conf. interval]
406406-------------+----------------------------------------------------------------
407- 1.south | -1.276951 .2201867 -5.80 0.000 -1.761578 -.7923233
407+ south |
408+ South | -1.276951 .2201867 -5.80 0.000 -1.761578 -.7923233
408409------------------------------------------------------------------------------
409410Note: dy/dx for factor levels is the discrete change from the base level.
410411
@@ -1551,7 +1552,7 @@ Wild bootstrap-t, null imposed, 256 replications, Wald test, bootstrap clusterin
15511552 t(7) = -5.5821
15521553 Prob>|t| = 0.0000
15531554
1554- 95% confidence set for null hypothesis expression: [−.02943 , −.0129]
1555+ 95% confidence set for null hypothesis expression: [−.02955 , −.0129]
15551556
15561557Warning: with 8 bootstrap clusters, the number of replications, 999, exceeds the universe of Rademacher draws, 2^8 = 256. Sampling each once.
15571558Consider Webb weights instead, using weight(webb).
@@ -1595,22 +1596,22 @@ Linear regression Number of obs = 1,855
15951596 R-squared = 0.2744
15961597 Root MSE = 3.5578
15971598
1598- (Std. err. adjusted for 12 clusters in industry)
1599- ------------------------------------------------------------------------------
1600- | Robust
1601- wage | Coefficient std. err. t P>|t| [95% conf. interval]
1602- -------------+----------------------------------------------------------------
1603- tenure | .0371771 .0144888 2.57 0.026 .0052874 .0690668
1604- ttl_exp | .2672039 .0213283 12.53 0.000 .2202605 .3141472
1605- collgrad | 3.152462 .3625251 8.70 0.000 2.35455 3.950374
1606- |
1607- south#union |
1608- 0#union | .4785269 .3349975 1.43 0.181 -.2587976 1.215851
1609- 1#nonunion | -1.438916 .2353751 -6.11 0.000 -1.956973 -.9208588
1610- 1#union | -.3029596 .6704026 -0.45 0.660 -1.778506 1.172586
1611- |
1612- _cons | 3.581387 .220271 16.26 0.000 3.096574 4.0662
1613- ------------------------------------------------------------------------------
1599+ (Std. err. adjusted for 12 clusters in industry)
1600+ ----------------------------------------------------------------------------------
1601+ | Robust
1602+ wage | Coefficient std. err. t P>|t| [95% conf. interval]
1603+ ----------------- +----------------------------------------------------------------
1604+ tenure | .0371771 .0144888 2.57 0.026 .0052874 .0690668
1605+ ttl_exp | .2672039 .0213283 12.53 0.000 .2202605 .3141472
1606+ collgrad | 3.152462 .3625251 8.70 0.000 2.35455 3.950374
1607+ |
1608+ south#union |
1609+ Not south#Union | .4785269 .3349975 1.43 0.181 -.2587976 1.215851
1610+ South#Nonunion | -1.438916 .2353751 -6.11 0.000 -1.956973 -.9208588
1611+ South#Union | -.3029596 .6704026 -0.45 0.660 -1.778506 1.172586
1612+ |
1613+ _cons | 3.581387 .220271 16.26 0.000 3.096574 4.0662
1614+ ----------------------------------------------------------------------------------
16141615
16151616Predictive margins Number of obs = 1,855
16161617Model VCE: Robust
@@ -1622,8 +1623,8 @@ Expression: Linear prediction, predict()
16221623 | Margin std. err. t P>|t| [95% conf. interval]
16231624-------------+----------------------------------------------------------------
16241625 south |
1625- 0 | 8.164246 .3020966 27.03 0.000 7.499336 8.829156
1626- 1 | 6.887295 .4175234 16.50 0.000 5.968332 7.806258
1626+ Not south | 8.164246 .3020966 27.03 0.000 7.499336 8.829156
1627+ South | 6.887295 .4175234 16.50 0.000 5.968332 7.806258
16271628------------------------------------------------------------------------------
16281629
16291630Wild bootstrap-t, null imposed, 999 replications, Wald test, bootstrap clustering by industry, Rademacher weights:
@@ -1652,7 +1653,8 @@ dy/dx wrt: 1.south
16521653 | Delta-method
16531654 | dy/dx std. err. t P>|t| [95% conf. interval]
16541655-------------+----------------------------------------------------------------
1655- 1.south | -1.276951 .2201867 -5.80 0.000 -1.761578 -.7923233
1656+ south |
1657+ South | -1.276951 .2201867 -5.80 0.000 -1.761578 -.7923233
16561658------------------------------------------------------------------------------
16571659Note: dy/dx for factor levels is the discrete change from the base level.
16581660
@@ -2253,7 +2255,7 @@ Score bootstrap-t, null imposed, 9999 replications, Wald test, bootstrap cluster
22532255 t(7) = 1.8479
22542256 Prob>|t| = 0.0903
22552257
2256- 95% confidence set for null hypothesis expression: [.02513, .08459 ]
2258+ 95% confidence set for null hypothesis expression: [−.1533, −.1334] ∪ [−.03434, .1137] ∪ [.1242, .1515] ∪ [.2035, .2524] ∪ [.263, .2878 ]
22572259
22582260Wild bootstrap-t, null imposed, 999 replications, Wald test, Webb weights:
22592261 post_self=.04
@@ -2276,7 +2278,7 @@ Wild bootstrap-t, null imposed, 9999 replications, Wald test, bootstrap clusteri
22762278 selfemployed=-.15
22772279
22782280 F(3, 7) = 0.8534
2279- Prob > F = 0.7587
2281+ Prob > F = 0.7588
22802282
22812283Wild bootstrap-t, null imposed, 999 replications, Wald test, Webb weights:
22822284 post_self=.04
@@ -2532,13 +2534,13 @@ Wild bootstrap-t, null imposed, 999 replications, Wald test, bootstrap clusterin
25322534
25332535Overriding estimator's cluster/robust settings with cluster(collgrad industry)
25342536
2535- Warning: 774 replications returned an infeasible test statistic and were deleted from the bootstrap distribution.
2537+ Warning: 251 replications returned an infeasible test statistic and were deleted from the bootstrap distribution.
25362538
25372539Wild bootstrap-t, null imposed, 9999 replications, Wald test, clustering by collgrad industry, bootstrap clustering by collgrad, Webb weights:
25382540 tenure
25392541
25402542 z = 3.9420
2541- Prob>|z| = 0.2096
2543+ Prob>|z| = 0.1984
25422544
2543254595% confidence set for null hypothesis expression: (−∞, ∞)
25442546
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