Multiple Linear Regression - Estimated Regression Equation
Software[t] = + 4.61109 -0.0173093Connected[t] + 0.0389883Separate[t] + 0.556295Learning[t] -0.0126553Happiness[t] -0.00944437Depression[t] -0.240347Month[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)4.611092.547281.810.07143220.0357161
Connected-0.01730930.0338269-0.51170.6092990.30465
Separate0.03898830.03446691.1310.2590340.129517
Learning0.5562950.050270311.071.55781e-237.78907e-24
Happiness-0.01265530.0562507-0.2250.8221740.411087
Depression-0.009444370.0402785-0.23450.8148010.407401
Month-0.2403470.154841-1.5520.121840.0609199


Multiple Linear Regression - Regression Statistics
Multiple R0.630575
R-squared0.397624
Adjusted R-squared0.383561
F-TEST (value)28.274
F-TEST (DF numerator)6
F-TEST (DF denominator)257
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation1.82155
Sum Squared Residuals852.736


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11210.16121.83884
21111.5896-0.589561
31513.59141.40855
4611.2772-5.27722
51310.68932.31067
6109.86350.136496
71213.1662-1.16619
81411.32642.67361
91210.69331.30673
10911.3209-2.32089
111011.59-1.58998
121211.73510.264856
131211.78730.2127
141111.8205-0.820469
151512.45412.5459
161211.21570.784293
171011.1075-1.10748
181214.0786-2.07864
191112.9961-1.99615
201211.71710.282852
211111.7639-0.763881
221211.74930.250699
231313.5336-0.533553
241111.9447-0.944696
251212.1585-0.158512
261312.2440.755976
271011.7838-1.78376
281411.34492.65509
291211.7420.257962
301010.6722-0.672204
311211.1770.823048
3289.59759-1.59759
331010.4947-0.494701
341211.9090.0909849
351210.51731.48273
3678.46559-1.46559
3798.414790.585207
381210.59641.40359
391011.7458-1.74577
401011.7705-1.77051
411011.681-1.68103
421210.59951.40052
431513.88571.11431
441010.6328-0.632795
451010.3763-0.376293
46129.029372.97063
471310.82412.17595
481111.2531-0.253064
491111.8503-0.850297
501210.55761.44244
511411.97942.02059
521010.5424-0.542448
53129.547012.45299
541311.95761.04236
5557.89259-2.89259
56610.6335-4.63347
571211.6740.32604
581211.89750.102515
591111.3092-0.309214
601011.7749-1.77493
6179.40576-2.40576
621211.73870.261321
631411.87222.12778
641110.75470.245302
651211.65620.343803
661312.27090.72907
671412.66261.33738
681112.4891-1.48913
69129.455022.54498
701211.6230.376975
7188.21644-0.216438
721110.59660.403439
731412.84031.15965
741412.87741.12258
751211.30410.695905
76911.8279-2.82791
771311.57251.42746
781111.4034-0.403382
79129.850822.14918
801211.27110.728944
811211.6470.353011
821211.67020.329753
831210.88241.11761
841111.0206-0.020582
851011.4458-1.44581
86910.5459-1.54593
871211.57220.427777
881211.54780.452194
891210.97111.02892
9099.41223-0.412228
911511.98293.01706
921211.78840.211577
931210.7711.22903
94129.824552.17545
951011.5305-1.53048
961311.52951.47049
97911.4301-2.43008
981211.47450.525536
991010.5612-0.561152
1001411.54462.45542
1011111.5295-0.529507
1021513.83711.16287
1031110.84670.153282
1041111.7167-0.716732
105129.701362.29864
1061212.0651-0.0650938
1071211.57830.421743
1081111.5816-0.581571
10979.42314-2.42314
1101211.59260.407393
1111411.57752.42251
1121112.4408-1.44085
113119.853331.14667
114109.227180.772815
1151312.53120.468822
1161310.67472.32533
117810.6668-2.66681
118119.970661.02934
1191211.53530.46468
1201110.01730.98272
1211311.3151.68497
1221210.00851.99148
1231411.68412.31594
1241310.84382.15618
1251511.593.41005
1261010.8339-0.833907
1271112.114-1.11398
128911.0401-2.04007
129119.251341.74866
1301011.5726-1.57264
131118.230742.76926
132811.5743-3.57426
133119.253961.74604
1341210.53371.46631
1351210.79411.2059
13699.4561-0.456102
1371111.0187-0.0187182
138108.881851.11815
13989.30921-1.30921
14098.877010.12299
141811.5958-3.59577
142911.1406-2.14062
1431512.21942.78057
1441111.1653-0.165315
14587.980460.0195435
1461312.40390.596106
147129.957912.04209
1481211.50730.492678
14999.78791-0.787908
15078.31754-1.31754
1511310.94252.05746
152911.7139-2.71389
153611.7579-5.75786
154810.6106-2.6106
15588.07348-0.0734766
1561511.98293.01706
157610.0187-4.01872
158911.0401-2.04007
1591111.5179-0.517926
16089.48895-1.48895
16189.93888-1.93888
162109.392230.607772
16388.81052-0.810519
1641411.66182.33823
1651010.9472-0.947168
16687.928010.0719867
1671110.23220.767775
168128.327093.67291
169129.827132.17287
1701211.55930.440694
17158.8829-3.8829
1721211.37160.628398
173109.070490.929514
17477.12159-0.121586
175128.786083.21392
1761110.87290.127133
17789.02397-1.02397
17898.971310.0286857
1791010.1305-0.130517
18099.15619-0.156191
1811211.36740.632631
18268.40082-2.40082
1831513.11011.88985
1841210.62991.37005
185126.822125.17788
1861211.37370.626294
1871111.8174-0.817354
18878.87322-1.87322
18978.39678-1.39678
19058.59865-3.59865
1911210.34311.65691
1921211.49810.501852
19339.04403-6.04403
1941111.4144-0.41441
195109.570780.429221
1961210.88761.11239
197911.1315-2.13149
1981211.42050.579492
199910.1901-1.19012
2001211.37830.621725
2011211.24390.756095
2021010.2065-0.206461
20398.38760.612395
204129.005182.99482
205810.7724-2.77237
2061110.81410.185852
2071111.4142-0.414222
2081211.32160.67841
209108.453251.54675
2101010.694-0.693973
211129.066452.93355
212129.342242.65776
2131110.96910.0308691
214810.7907-2.79071
2151211.3270.673011
216109.932840.0671623
2171111.8986-0.898638
2181010.1154-0.11543
21989.63154-1.63154
2201210.88711.11295
221129.627352.37265
2221010.1854-0.185405
2231210.7011.299
22499.07902-0.0790152
22599.70193-0.701935
22666.97038-0.970379
2271010.1221-0.122096
228910.2446-1.2446
22998.466150.533854
23099.1569-0.156896
23169.48973-3.48973
232108.175561.82444
233611.3649-5.36486
2341412.23241.76756
235109.570730.429273
236108.400581.59942
23764.409231.59077
238129.341362.65864
2391211.34420.655787
24077.80688-0.806881
24189.17677-1.17677
242119.120891.87911
24337.83425-4.83425
24469.57692-3.57692
2451010.5578-0.557835
24689.17733-1.17733
247910.2599-1.25991
24897.760311.23969
24988.81724-0.817244
25098.75610.243896
25178.55347-1.55347
25277.88156-0.881562
25369.07687-3.07687
254911.2571-2.25711
255108.976561.02344
2561110.160.840035
2571211.39250.607501
258810.1825-2.18254
259119.552761.44724
26034.55416-1.55416
2611110.72350.276517
262128.676393.32361
26378.50135-1.50135
264910.2105-1.21055


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.9954510.009098930.00454947
110.9901460.01970830.00985417
120.9802640.03947110.0197356
130.967910.06418090.0320905
140.9628060.07438740.0371937
150.9517530.09649490.0482474
160.9303750.139250.0696251
170.8971180.2057650.102882
180.9033460.1933080.096654
190.878310.243380.12169
200.8341950.331610.165805
210.7939460.4121080.206054
220.7511630.4976740.248837
230.6940880.6118230.305912
240.650680.6986390.34932
250.6031530.7936950.396847
260.6512190.6975610.348781
270.6355590.7288810.364441
280.6506790.6986430.349321
290.5908190.8183620.409181
300.5439290.9121420.456071
310.4954880.9909750.504512
320.539240.9215190.46076
330.4808840.9617690.519116
340.4223610.8447220.577639
350.4134560.8269110.586544
360.4130890.8261780.586911
370.359510.7190210.64049
380.3427430.6854860.657257
390.3230620.6461240.676938
400.3011460.6022920.698854
410.273170.546340.72683
420.2510190.5020370.748981
430.2681520.5363040.731848
440.2310570.4621140.768943
450.1943160.3886320.805684
460.2386080.4772170.761392
470.2367450.4734890.763255
480.2003180.4006360.799682
490.1831160.3662330.816884
500.1706360.3412720.829364
510.1770230.3540460.822977
520.148610.2972190.85139
530.1543990.3087990.845601
540.1319980.2639950.868002
550.2101450.420290.789855
560.4674060.9348110.532594
570.4251230.8502460.574877
580.3824560.7649120.617544
590.3424560.6849110.657544
600.341260.682520.65874
610.3577440.7154880.642256
620.3199520.6399030.680048
630.3338510.6677020.666149
640.2953660.5907320.704634
650.2651260.5302520.734874
660.232080.4641610.76792
670.2066040.4132080.793396
680.1914240.3828490.808576
690.1807010.3614010.819299
700.1576160.3152310.842384
710.1436520.2873030.856348
720.1232850.246570.876715
730.1058090.2116190.894191
740.08990230.1798050.910098
750.08048460.1609690.919515
760.101450.20290.89855
770.089840.179680.91016
780.07494560.1498910.925054
790.07818570.1563710.921814
800.06930710.1386140.930693
810.05768940.1153790.942311
820.04798370.09596740.952016
830.04070550.08141110.959294
840.03342340.06684680.966577
850.03168740.06337490.968313
860.03706590.07413170.962934
870.02983990.05967980.97016
880.02395920.04791840.976041
890.02014830.04029660.979852
900.01718320.03436640.982817
910.02643710.05287420.973563
920.02198610.04397220.978014
930.01970950.03941910.98029
940.02063780.04127570.979362
950.02121220.04242450.978788
960.01862140.03724270.981379
970.02396230.04792460.976038
980.01927280.03854560.980727
990.01656280.03312560.983437
1000.01893520.03787050.981065
1010.01582660.03165330.984173
1020.01331370.02662740.986686
1030.01043080.02086150.989569
1040.009295490.0185910.990705
1050.01008620.02017240.989914
1060.00789930.01579860.992101
1070.006178260.01235650.993822
1080.005133880.01026780.994866
1090.007902110.01580420.992098
1100.006151430.01230290.993849
1110.00704680.01409360.992953
1120.007499760.01499950.9925
1130.006243080.01248620.993757
1140.004946390.009892780.995054
1150.003823720.007647430.996176
1160.004194050.008388090.995806
1170.006869120.01373820.993131
1180.005617490.0112350.994383
1190.004371960.008743930.995628
1200.003547020.007094040.996453
1210.003341220.006682450.996659
1220.003396870.006793730.996603
1230.00389050.0077810.996109
1240.004246520.008493050.995753
1250.007958880.01591780.992041
1260.006762440.01352490.993238
1270.005833480.0116670.994167
1280.006654350.01330870.993346
1290.006478160.01295630.993522
1300.006494660.01298930.993505
1310.008580190.01716040.99142
1320.01706290.03412580.982937
1330.01678390.03356790.983216
1340.01596040.03192070.98404
1350.01431180.02862350.985688
1360.01183340.02366690.988167
1370.009603820.01920760.990396
1380.008855120.01771020.991145
1390.008151240.01630250.991849
1400.006884720.01376940.993115
1410.01375930.02751860.986241
1420.01497440.02994880.985026
1430.02270870.04541750.977291
1440.01841580.03683150.981584
1450.0148530.0297060.985147
1460.01261550.0252310.987384
1470.01524020.03048040.98476
1480.01360430.02720860.986396
1490.01158360.02316720.988416
1500.01021980.02043960.98978
1510.0131920.02638410.986808
1520.01536080.03072160.984639
1530.06878060.1375610.931219
1540.06880710.1376140.931193
1550.05990220.1198040.940098
1560.1055110.2110230.894489
1570.150850.30170.84915
1580.1446690.2893380.855331
1590.1303460.2606920.869654
1600.1193370.2386740.880663
1610.1116980.2233960.888302
1620.09816220.1963240.901838
1630.08748130.1749630.912519
1640.0952190.1904380.904781
1650.0858220.1716440.914178
1660.0731110.1462220.926889
1670.06259010.125180.93741
1680.1038770.2077540.896123
1690.1058670.2117340.894133
1700.09176110.1835220.908239
1710.1606970.3213930.839303
1720.1401340.2802690.859866
1730.123520.247040.87648
1740.1066060.2132120.893394
1750.142790.2855790.85721
1760.12330.2465990.8767
1770.1115670.2231330.888433
1780.09556180.1911240.904438
1790.0812590.1625180.918741
1800.06826050.1365210.931739
1810.05753680.1150740.942463
1820.0659950.131990.934005
1830.06765770.1353150.932342
1840.06225720.1245140.937743
1850.2248820.4497640.775118
1860.2021980.4043970.797802
1870.1820610.3641220.817939
1880.1906210.3812410.809379
1890.1767930.3535850.823207
1900.253540.5070810.74646
1910.2518080.5036160.748192
1920.221820.4436390.77818
1930.587880.8242410.41212
1940.5494970.9010060.450503
1950.5122150.9755690.487785
1960.4854540.9709090.514546
1970.5096030.9807940.490397
1980.4727730.9455460.527227
1990.4471670.8943330.552833
2000.4351570.8703140.564843
2010.4147580.8295150.585242
2020.3897610.7795230.610239
2030.3531970.7063930.646803
2040.428180.856360.57182
2050.4635240.9270490.536476
2060.4211480.8422960.578852
2070.3792160.7584320.620784
2080.3417390.6834790.658261
2090.3255340.6510680.674466
2100.2892670.5785340.710733
2110.3623330.7246660.637667
2120.3896180.7792350.610382
2130.3489120.6978230.651088
2140.3645370.7290740.635463
2150.3285230.6570450.671477
2160.2931120.5862240.706888
2170.2564620.5129250.743538
2180.2194620.4389240.780538
2190.2206510.4413010.779349
2200.2013390.4026790.798661
2210.24290.48580.7571
2220.2052720.4105430.794728
2230.1960080.3920160.803992
2240.1707730.3415450.829227
2250.1444140.2888290.855586
2260.1188250.237650.881175
2270.09740060.1948010.902599
2280.07879660.1575930.921203
2290.0609380.1218760.939062
2300.04693380.09386770.953066
2310.07117760.1423550.928822
2320.08910590.1782120.910894
2330.2697370.5394740.730263
2340.2319760.4639520.768024
2350.1898660.3797330.810134
2360.1849480.3698960.815052
2370.1839540.3679070.816046
2380.2577290.5154590.742271
2390.2629920.5259850.737008
2400.2181570.4363150.781843
2410.1729430.3458860.827057
2420.2473120.4946240.752688
2430.5262180.9475630.473782
2440.6657360.6685280.334264
2450.5964980.8070040.403502
2460.5446950.9106110.455305
2470.4923070.9846140.507693
2480.4063680.8127360.593632
2490.3158020.6316030.684198
2500.324940.6498810.67506
2510.4515590.9031170.548441
2520.6173360.7653280.382664
2530.6686010.6627990.331399
2540.7016070.5967870.298393


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level100.0408163NOK
5% type I error level670.273469NOK
10% type I error level780.318367NOK