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Table 6: log wholesale electricity consumption, business days, hours 11-15 (FE, RE, FEIV, and REIV)
Baseline: year 2016 and each hour for December.

(1) FE (2) RE (3) FEIV (4) REIV
b/se b/se b/se b/se
log spot price -0.0096***
(0.0028)
-0.0096
(.)
-0.0484***
(0.0163)
-0.0484***
(0.0163)
log wholesale meters0.1318***
(0.0402)
0.1566
(.)
0.1327***
(0.0401)
0.1578***
(0.0375)
Temperature -0.0022***
(0.0005)
-0.0022
(.)
-0.0036***
(0.0008)
-0.0036***
(0.0008)
Temperature squared 0.0001***
(0.0000)
0.0001
(.)
0.0002***
(0.0000)
0.0002***
(0.0000)
Time trend 0.0000
(0.1238)
0.0000
(.)
-0.0759***
(0.0067)
-0.0760***
(0.0067)
year=2016 0.0000
(.)
0.0000
(.)
0.0000
(.)
0.0000
(.)
year=2017 -0.0017
(49.8077)
-0.0029
(.)
27.6456***
(2.4193)
27.6657***
(2.4211)
year=2018 0.0023
(49.5973)
0.0000
(.)
55.3059***
(4.8392)
55.3462***
(4.8430)
week=1 0.0000
(.)
0.0000
(.)
0.0000
(.)
0.0000
(.)
week=2 0.0073
(0.9694)
0.0073
(.)
0.5690***
(0.0479)
0.5694***
(0.0479)
week=3 0.0027
(1.6173)
0.0027
(.)
1.0892***
(0.0944)
1.0900***
(0.0945)
week=4 0.0070
(.)
0.0070
(.)
1.6161***
(0.1412)
1.6173***
(0.1413)
week=5 0.0062
(2.9700)
0.0061
(.)
2.1483***
(0.1875)
2.1499***
(0.1877)
week=6 -0.0085
(.)
-0.0086
(.)
2.6759***
(0.2336)
2.6778***
(0.2338)
week=7 -0.0718
(4.5864)
-0.0719
(.)
3.1347***
(0.2791)
3.1370***
(0.2793)
week=8 -0.0499
(2.8443)
-0.0500
(.)
3.6915***
(0.3285)
3.6942***
(0.3287)
week=9 -0.0265
(7.5270)
-0.0267
(.)
4.2385***
(0.3756)
4.2416***
(0.3759)
week=10 -0.0359
(13.1026)
-0.0361
(.)
4.7723***
(0.4215)
4.7758***
(0.4218)
week=11 -0.0383
(2.1469)
-0.0385
(.)
5.2947***
(0.4691)
5.2985***
(0.4695)
week=12 -0.0813
(8.7822)
-0.0815
(.)
5.7868***
(0.5142)
5.7910***
(0.5146)
week=13 -0.0853
(14.6169)
-0.0855
(.)
6.3146***
(0.5596)
6.3193***
(0.5600)
week=14 -0.0622
(12.7134)
-0.0624
(.)
6.8889***
(0.6012)
6.8940***
(0.6017)
week=15 -0.0780
(16.7852)
-0.0781
(.)
7.4123***
(0.6463)
7.4179***
(0.6467)
week=16 -0.0645
(16.7653)
-0.0647
(.)
7.9494***
(0.6952)
7.9553***
(0.6957)
week=17 -0.0633
(7.4325)
-0.0635
(.)
8.4813***
(0.7412)
8.4876***
(0.7417)
week=18 -0.1379
(6.9010)
-0.1382
(.)
8.8426***
(0.7858)
8.8493***
(0.7864)
week=19 -0.1234
(9.2635)
-0.1236
(.)
9.4145***
(0.8305)
9.4216***
(0.8311)
week=20 -0.1158
(13.1790)
-0.1161
(.)
9.9487***
(0.8765)
9.9562***
(0.8772)
week=21 -0.1136
(5.7119)
-0.1138
(.)
10.4826***
(0.9234)
10.4905***
(0.9241)
week=22 -0.1027
(29.0768)
-0.1030
(.)
11.0256***
(0.9697)
11.0339***
(0.9704)
week=23 -0.1132
(.)
-0.1135
(.)
11.5568***
(1.0150)
11.5655***
(1.0158)
week=24 -0.1105
(22.1704)
-0.1107
(.)
12.0943***
(1.0617)
12.1035***
(1.0625)
week=25 -0.1073
(21.0364)
-0.1075
(.)
12.6278***
(1.1080)
12.6373***
(1.1089)
week=26 -0.1256
(12.5221)
-0.1259
(.)
13.1466***
(1.1539)
13.1565***
(1.1547)
week=27 -0.1426
(23.0270)
-0.1429
(.)
13.6505***
(1.2010)
13.6608***
(1.2019)
week=28 -0.1862
(18.5865)
-0.1865
(.)
14.1602***
(1.2404)
14.1709***
(1.2413)
week=29 -0.3691
(19.4207)
-0.3694
(.)
14.5068***
(1.2708)
14.5179***
(1.2718)
week=30 -0.3776
(28.9475)
-0.3779
(.)
15.0304***
(1.3158)
15.0420***
(1.3168)
week=31 -0.2898
(30.2368)
-0.2901
(.)
15.6450***
(1.3674)
15.6569***
(1.3684)
week=32 -0.1547
(38.6649)
-0.1549
(.)
16.3235***
(1.4238)
16.3358***
(1.4248)
week=33 -0.1310
(10.9320)
-0.1313
(.)
16.8850***
(1.4719)
16.8977***
(1.4730)
week=34 -0.1225
(32.0366)
-0.1228
(.)
17.4285***
(1.5172)
17.4417***
(1.5184)
week=35 -0.1210
(33.0131)
-0.1213
(.)
17.9609***
(1.5637)
17.9745***
(1.5649)
week=36 -0.1206
(.)
-0.1209
(.)
18.4996***
(1.6095)
18.5136***
(1.6107)
week=37 -0.1111
(16.4559)
-0.1114
(.)
19.0442***
(1.6547)
19.0586***
(1.6559)
week=38 -0.1165
(28.3880)
-0.1168
(.)
19.5761***
(1.7008)
19.5909***
(1.7021)
week=39 -0.1127
(39.6183)
-0.1130
(.)
20.1045***
(1.7469)
20.1197***
(1.7482)
week=40 -0.0506
(.)
-0.1242
(.)
20.6684***
(1.8166)
20.6834***
(1.8181)
week=41 -0.0569
(41.8978)
-0.1304
(.)
21.2086***
(1.8636)
21.2240***
(1.8651)
week=42 -0.1141
(.)
-0.1877
(.)
21.6884***
(1.9062)
21.7042***
(1.9077)
week=43 -0.0440
(45.6776)
-0.1175
(.)
22.2858***
(1.9557)
22.3020***
(1.9573)
week=44 -0.0510
(.)
-0.1246
(.)
22.8072***
(2.0037)
22.8239***
(2.0052)
week=45 -0.0295
(48.4248)
-0.1030
(.)
23.3714***
(2.0484)
23.3884***
(2.0501)
week=46 -0.0175
(15.1157)
-0.0910
(.)
23.9218***
(2.0952)
23.9393***
(2.0969)
week=47 -0.0136
(3.2318)
-0.0871
(.)
24.4597***
(2.1411)
24.4776***
(2.1428)
week=48 -0.0025
(33.5894)
-0.0761
(.)
25.0011***
(2.1880)
25.0194***
(2.1897)
week=49 0.0094
(47.5706)
-0.0640
(.)
25.5477***
(2.2346)
25.5664***
(2.2363)
week=50 0.0010
(48.3203)
-0.0725
(.)
26.0810***
(2.2806)
26.1002***
(2.2824)
week=51 -0.0526
(41.8823)
-0.1261
(.)
26.5615***
(2.3234)
26.5810***
(2.3252)
hour=11 # day_bd=1 0.0000
(.)
0.0522
(.)
0.0000
(.)
0.0000
(.)
hour=11 # day_bd=2 0.0083
(0.1875)
0.0605
(.)
0.0849***
(0.0071)
0.0849***
(0.0071)
hour=11 # day_bd=3 0.0098
(0.4096)
0.0619
(.)
0.1609***
(0.0138)
0.1610***
(0.0138)
hour=11 # day_bd=4 0.0056
(.)
0.0577
(.)
0.2322***
(0.0200)
0.2324***
(0.0200)
hour=11 # day_bd=5 -0.0390
(.)
0.0132
(.)
0.2657***
(0.0243)
0.2659***
(0.0243)
hour=12 # day_bd=1 -0.0325***
(0.0036)
0.0197
(.)
-0.0337***
(0.0036)
-0.0338***
(0.0036)
hour=12 # day_bd=2 -0.0229
(0.0309)
0.0293
(.)
0.0533***
(0.0051)
0.0533***
(0.0051)
hour=12 # day_bd=3 -0.0230
(.)
0.0292
(.)
0.1271***
(0.0113)
0.1271***
(0.0113)
hour=12 # day_bd=4 -0.0286
(0.5485)
0.0235
(.)
0.1972***
(0.0176)
0.1973***
(0.0176)
hour=12 # day_bd=5 -0.1017
(0.1694)
-0.0495
(.)
0.2021***
(0.0198)
0.2022***
(0.0198)
hour=13 # day_bd=1 -0.0182***
(0.0024)
0.0340
(.)
-0.0188***
(0.0024)
-0.0189***
(0.0024)
hour=13 # day_bd=2 -0.0098
(0.1427)
0.0424
(.)
0.0660***
(0.0072)
0.0659***
(0.0072)
hour=13 # day_bd=3 -0.0113
(0.2720)
0.0409
(.)
0.1382***
(0.0134)
0.1382***
(0.0134)
hour=13 # day_bd=4 -0.0184
(0.4549)
0.0338
(.)
0.2065***
(0.0197)
0.2066***
(0.0197)
hour=13 # day_bd=5 -0.1482
(0.6498)
-0.0960
(.)
0.1545***
(0.0182)
0.1546***
(0.0182)
hour=14 # day_bd=1 -0.0512***
(0.0047)
0.0010
(.)
-0.0516***
(0.0047)
-0.0517***
(0.0047)
hour=14 # day_bd=2 -0.0426
(0.0555)
0.0095
(.)
0.0328***
(0.0067)
0.0328***
(0.0067)
hour=14 # day_bd=3 -0.0475
(0.3129)
0.0046
(.)
0.1016***
(0.0125)
0.1016***
(0.0125)
hour=14 # day_bd=4 -0.0554
(0.6528)
-0.0032
(.)
0.1695***
(0.0186)
0.1695***
(0.0186)
hour=14 # day_bd=5 -0.2356
(0.2471)
-0.1835
(.)
0.0658***
(0.0093)
0.0660***
(0.0093)
hour=15 # day_bd=1 -0.1246***
(0.0109)
-0.0724
(.)
-0.1238***
(0.0109)
-0.1240***
(0.0110)
hour=15 # day_bd=2 -0.1133
(0.1181)
-0.0611
(.)
-0.0372***
(0.0073)
-0.0374***
(0.0073)
hour=15 # day_bd=3 -0.1198
(.)
-0.0676
(.)
0.0316***
(0.0080)
0.0315***
(0.0079)
hour=15 # day_bd=4 -0.1263
(.)
-0.0741
(.)
0.0993***
(0.0123)
0.0993***
(0.0123)
hour=15 # day_bd=5 -0.3020
(0.6677)
-0.2498
(.)
0.0000
(.)
0.0000
(.)
hour=11 # month=1 0.0000
(.)
-0.0725
(.)
0.0000
(.)
0.0000
(.)
hour=11 # month=2 0.0051
(0.0109)
-0.0673
(.)
0.0035
(0.0108)
0.0036
(0.0108)
hour=11 # month=3 0.0102
(0.0117)
-0.0622
(.)
0.0100
(0.0117)
0.0101
(0.0117)
hour=11 # month=4 -0.0005
(0.0160)
-0.0731
(.)
-0.0199
(0.0180)
-0.0200
(0.0180)
hour=11 # month=5 0.0523*
(0.0269)
-0.0203
(.)
0.1161***
(0.0372)
0.1160***
(0.0372)
hour=11 # month=6 0.0468
(0.0293)
-0.0259
(.)
0.0977***
(0.0366)
0.0975***
(0.0366)
hour=11 # month=7 0.0243
(0.0327)
-0.0485
(.)
0.0609*
(0.0363)
0.0607*
(0.0363)
hour=11 # month=8 0.0663
(0.0415)
-0.0066
(.)
0.0962**
(0.0434)
0.0958**
(0.0434)
hour=11 # month=9 0.0719
(0.0436)
-0.0011
(.)
0.0816*
(0.0438)
0.0811*
(0.0437)
hour=11 # month=10 0.0220**
(0.0109)
0.0223
(.)
0.0521***
(0.0154)
0.0524***
(0.0154)
hour=11 # month=11 0.0125
(0.0101)
0.0127
(.)
0.0276**
(0.0117)
0.0277**
(0.0117)
hour=12 # month=1 -0.0030
(0.0020)
-0.0755
(.)
-0.0032
(0.0020)
-0.0031
(0.0020)
hour=12 # month=2 0.0049
(0.0111)
-0.0675
(.)
0.0033
(0.0109)
0.0035
(0.0109)
hour=12 # month=3 0.0094
(0.0115)
-0.0629
(.)
0.0090
(0.0114)
0.0092
(0.0114)
hour=12 # month=4 -0.0022
(0.0155)
-0.0748
(.)
-0.0238
(0.0180)
-0.0238
(0.0181)
hour=12 # month=5 0.0527*
(0.0264)
-0.0199
(.)
0.1140***
(0.0357)
0.1140***
(0.0357)
hour=12 # month=6 0.0489
(0.0293)
-0.0238
(.)
0.0981***
(0.0362)
0.0981***
(0.0362)
hour=12 # month=7 0.0337
(0.0329)
-0.0391
(.)
0.0692*
(0.0361)
0.0690*
(0.0361)
hour=12 # month=8 0.0708*
(0.0414)
-0.0021
(.)
0.1000**
(0.0431)
0.0998**
(0.0431)
hour=12 # month=9 0.0724
(0.0433)
-0.0005
(.)
0.0804*
(0.0434)
0.0800*
(0.0433)
hour=12 # month=10 0.0279**
(0.0112)
0.0282
(.)
0.0569***
(0.0164)
0.0572***
(0.0163)
hour=12 # month=11 0.0113
(0.0100)
0.0114
(.)
0.0261**
(0.0110)
0.0263**
(0.0110)
hour=13 # month=1 -0.0057*
(0.0033)
-0.0781
(.)
-0.0059*
(0.0033)
-0.0058*
(0.0033)
hour=13 # month=2 0.0061
(0.0108)
-0.0663
(.)
0.0041
(0.0107)
0.0043
(0.0107)
hour=13 # month=3 0.0098
(0.0116)
-0.0626
(.)
0.0092
(0.0115)
0.0094
(0.0115)
hour=13 # month=4 -0.0013
(0.0151)
-0.0739
(.)
-0.0222
(0.0176)
-0.0222
(0.0176)
hour=13 # month=5 0.0539**
(0.0265)
-0.0187
(.)
0.1129***
(0.0349)
0.1129***
(0.0349)
hour=13 # month=6 0.0549*
(0.0297)
-0.0178
(.)
0.1031***
(0.0364)
0.1030***
(0.0364)
hour=13 # month=7 0.0337
(0.0318)
-0.0391
(.)
0.0685**
(0.0349)
0.0683*
(0.0349)
hour=13 # month=8 0.0751*
(0.0413)
0.0022
(.)
0.1036**
(0.0430)
0.1033**
(0.0429)
hour=13 # month=9 0.0744*
(0.0430)
0.0014
(.)
0.0811*
(0.0430)
0.0807*
(0.0430)
hour=13 # month=10 0.0284**
(0.0117)
0.0288
(.)
0.0572***
(0.0162)
0.0576***
(0.0162)
hour=13 # month=11 0.0151
(0.0106)
0.0153
(.)
0.0307***
(0.0118)
0.0309***
(0.0118)
hour=14 # month=1 -0.0070**
(0.0033)
-0.0794
(.)
-0.0077**
(0.0035)
-0.0076**
(0.0035)
hour=14 # month=2 0.0055
(0.0108)
-0.0669
(.)
0.0034
(0.0105)
0.0036
(0.0105)
hour=14 # month=3 0.0056
(0.0121)
-0.0667
(.)
0.0047
(0.0120)
0.0049
(0.0120)
hour=14 # month=4 -0.0052
(0.0165)
-0.0778
(.)
-0.0266
(0.0184)
-0.0266
(0.0184)
hour=14 # month=5 0.0497*
(0.0273)
-0.0230
(.)
0.1077***
(0.0352)
0.1077***
(0.0352)
hour=14 # month=6 0.0531*
(0.0304)
-0.0196
(.)
0.0994***
(0.0364)
0.0993***
(0.0364)
hour=14 # month=7 0.0412
(0.0326)
-0.0316
(.)
0.0750**
(0.0355)
0.0748**
(0.0355)
hour=14 # month=8 0.0755*
(0.0420)
0.0026
(.)
0.1033**
(0.0435)
0.1031**
(0.0435)
hour=14 # month=9 0.0730
(0.0444)
0.0000
(.)
0.0790*
(0.0444)
0.0787*
(0.0444)
hour=14 # month=10 0.0284**
(0.0117)
0.0287
(.)
0.0569***
(0.0170)
0.0572***
(0.0170)
hour=14 # month=11 0.0178*
(0.0104)
0.0180
(.)
0.0339***
(0.0125)
0.0341***
(0.0124)
hour=15 # month=1 -0.0125**
(0.0049)
-0.0849
(.)
-0.0139***
(0.0051)
-0.0137***
(0.0051)
hour=15 # month=2 -0.0052
(0.0107)
-0.0776
(.)
-0.0082
(0.0105)
-0.0080
(0.0105)
hour=15 # month=3 -0.0031
(0.0129)
-0.0754
(.)
-0.0049
(0.0127)
-0.0046
(0.0127)
hour=15 # month=4 -0.0187
(0.0177)
-0.0913
(.)
-0.0408**
(0.0200)
-0.0408**
(0.0200)
hour=15 # month=5 0.0395
(0.0283)
-0.0331
(.)
0.0956***
(0.0354)
0.0957***
(0.0354)
hour=15 # month=6 0.0467
(0.0314)
-0.0260
(.)
0.0911**
(0.0366)
0.0911**
(0.0366)
hour=15 # month=7 0.0523
(0.0345)
-0.0205
(.)
0.0875**
(0.0371)
0.0874**
(0.0371)
hour=15 # month=8 0.0705
(0.0433)
-0.0023
(.)
0.0966**
(0.0444)
0.0964**
(0.0444)
hour=15 # month=9 0.0618
(0.0451)
-0.0112
(.)
0.0674
(0.0450)
0.0671
(0.0450)
hour=15 # month=10 0.0250**
(0.0110)
0.0253
(.)
0.0532***
(0.0164)
0.0536***
(0.0164)
hour=15 # month=11 0.0144
(0.0108)
0.0146
(.)
0.0304**
(0.0125)
0.0307**
(0.0125)
week=52
0.0000
(.)


week=53
0.0000
(.)


_cons 2.0495***
(0.3801)
1.9345
(.)
2.4652***
(0.2348)
2.3288***
(0.2985)
R² within 0.3686 0.3686 0.3612 0.3614
R² between 0.9485 0.9485 0.9494 0.9492
Number of groups 48 48 48 48
Obs. per group 3,675 3,675 3,675 3,675
Robust standard errors are clustered at grid level and reported in parentheses. * p<0.10, ** p<0.05, *** p<0.01.
Log spot price is instrumented for by wind power prognosis for the same region.