Multiple Linear Regression - Estimated Regression Equation |
Compendium_Writing_total_number_of_included_blogs[t] = + 0.679759020827815 + 0.000233680416606398Total_Time_spent_in_RFC_in_seconds[t] + 0.624678261182517`Total_Number_of_Reviewed_Compendiums `[t] -0.016062144436757t + e[t] |
Multiple Linear Regression - Ordinary Least Squares | |||||
Variable | Parameter | S.D. | T-STAT H0: parameter = 0 | 2-tail p-value | 1-tail p-value |
(Intercept) | 0.679759020827815 | 6.61527 | 0.1028 | 0.918304 | 0.459152 |
Total_Time_spent_in_RFC_in_seconds | 0.000233680416606398 | 3.1e-05 | 7.4901 | 0 | 0 |
`Total_Number_of_Reviewed_Compendiums ` | 0.624678261182517 | 0.242809 | 2.5727 | 0.011131 | 0.005566 |
t | -0.016062144436757 | 0.045483 | -0.3531 | 0.72451 | 0.362255 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.751795590500741 |
R-squared | 0.565196609896358 |
Adjusted R-squared | 0.555879394394137 |
F-TEST (value) | 60.661536674947 |
F-TEST (DF numerator) | 3 |
F-TEST (DF denominator) | 140 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 20.2329782570665 |
Sum Squared Residuals | 57312.2772811294 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 37 | 49.7487606680105 | -12.7487606680105 |
2 | 43 | 57.4638319341734 | -14.4638319341734 |
3 | 0 | 2.31757679333272 | -2.31757679333272 |
4 | 54 | 47.6494979180615 | 6.35050208193847 |
5 | 86 | 73.8586562380689 | 12.1413437619311 |
6 | 181 | 143.426097964904 | 37.5739020350961 |
7 | 42 | 57.1714909164918 | -15.1714909164918 |
8 | 59 | 62.6531141258759 | -3.6531141258759 |
9 | 46 | 55.3981000358061 | -9.39810003580615 |
10 | 77 | 86.3977701963289 | -9.39777019632893 |
11 | 49 | 43.9679103813939 | 5.03208961860613 |
12 | 79 | 62.2336713148871 | 16.7663286851128 |
13 | 37 | 37.6576270047856 | -0.657627004785638 |
14 | 92 | 69.4184319972984 | 22.5815680027016 |
15 | 31 | 51.0032708558373 | -20.0032708558373 |
16 | 28 | 50.3036618427847 | -22.3036618427847 |
17 | 103 | 54.2079105900335 | 48.7920894099665 |
18 | 2 | 28.2285776631076 | -26.2285776631076 |
19 | 48 | 60.649251709584 | -12.649251709584 |
20 | 25 | 18.1450754571073 | 6.85492454289268 |
21 | 16 | 26.7757382455763 | -10.7757382455763 |
22 | 106 | 75.4028818749983 | 30.5971181250017 |
23 | 35 | 61.6865854082102 | -26.6865854082102 |
24 | 33 | 54.7161812730764 | -21.7161812730764 |
25 | 45 | 47.38129292306 | -2.38129292306005 |
26 | 64 | 56.317761219231 | 7.682238780769 |
27 | 73 | 63.1499057138192 | 9.8500942861808 |
28 | 78 | 66.2217659595645 | 11.7782340404355 |
29 | 63 | 102.517771112429 | -39.5177711124291 |
30 | 69 | 57.6513383860298 | 11.3486616139702 |
31 | 36 | 60.2694922779127 | -24.2694922779127 |
32 | 41 | 56.3427189964228 | -15.3427189964228 |
33 | 59 | 42.0359121168703 | 16.9640878831297 |
34 | 33 | 70.3584444746238 | -37.3584444746238 |
35 | 76 | 66.3858886890305 | 9.61411131096955 |
36 | 0 | 0.101521821104581 | -0.101521821104581 |
37 | 27 | 69.6974658313357 | -42.6974658313357 |
38 | 44 | 32.2130796231683 | 11.7869203768317 |
39 | 43 | 56.002634817058 | -13.002634817058 |
40 | 104 | 79.6882594605814 | 24.3117405394186 |
41 | 120 | 70.4033585415783 | 49.5966414584217 |
42 | 44 | 55.3134124934028 | -11.3134124934028 |
43 | 71 | 36.8844136997684 | 34.1155863002316 |
44 | 78 | 60.7411934234349 | 17.2588065765652 |
45 | 106 | 43.5756601998584 | 62.4243398001416 |
46 | 61 | 50.5555540178261 | 10.4444459821739 |
47 | 53 | 40.7851594808723 | 12.2148405191277 |
48 | 51 | 70.384964073184 | -19.384964073184 |
49 | 46 | 73.7414975739495 | -27.7414975739495 |
50 | 55 | 53.5875393100717 | 1.41246068992829 |
51 | 14 | 24.8641033159977 | -10.8641033159977 |
52 | 44 | 50.8007714126905 | -6.80077141269051 |
53 | 113 | 88.5356162557458 | 24.4643837442542 |
54 | 55 | 73.5197596921252 | -18.5197596921252 |
55 | 46 | 66.1146406169584 | -20.1146406169584 |
56 | 39 | 40.7833351353242 | -1.78333513532423 |
57 | 51 | 64.8062677002586 | -13.8062677002587 |
58 | 31 | 37.9006000169237 | -6.90060001692367 |
59 | 36 | 49.6156106241805 | -13.6156106241805 |
60 | 47 | 68.6060017370795 | -21.6060017370795 |
61 | 53 | 53.8651493087017 | -0.865149308701692 |
62 | 38 | 43.2233167180589 | -5.22331671805885 |
63 | 52 | 43.686634123269 | 8.31336587673095 |
64 | 37 | 42.2334057666608 | -5.2334057666608 |
65 | 11 | 53.4835438676517 | -42.4835438676517 |
66 | 45 | 43.4113985477139 | 1.58860145228609 |
67 | 59 | 67.0836717574486 | -8.08367175744857 |
68 | 82 | 47.6178329553315 | 34.3821670446685 |
69 | 49 | 41.2986584261768 | 7.70134157382321 |
70 | 6 | 20.1444153139942 | -14.1444153139942 |
71 | 81 | 64.1167211371918 | 16.8832788628082 |
72 | 56 | 39.5524113555143 | 16.4475886444857 |
73 | 105 | 44.7964698039062 | 60.2035301960938 |
74 | 46 | 37.9966779578764 | 8.00332204212364 |
75 | 46 | 58.6178236830842 | -12.6178236830842 |
76 | 2 | 42.8396827429421 | -40.8396827429421 |
77 | 51 | 57.773824261775 | -6.77382426177499 |
78 | 95 | 53.9466682029045 | 41.0533317970955 |
79 | 18 | 31.4417839327791 | -13.4417839327791 |
80 | 55 | 38.6158722420075 | 16.3841277579925 |
81 | 48 | 34.4421492677583 | 13.5578507322417 |
82 | 48 | 84.5892452769148 | -36.5892452769148 |
83 | 39 | 28.4299915951462 | 10.5700084048538 |
84 | 40 | 46.2819361608717 | -6.28193616087169 |
85 | 36 | 30.7131223664153 | 5.28687763358474 |
86 | 60 | 53.432263664406 | 6.56773633559396 |
87 | 114 | 72.8575973326939 | 41.1424026673061 |
88 | 39 | 41.2175772014039 | -2.21757720140394 |
89 | 45 | 39.655018059866 | 5.34498194013396 |
90 | 59 | 48.6983604640619 | 10.3016395359381 |
91 | 59 | 52.493278426381 | 6.50672157361903 |
92 | 93 | 54.7700380220926 | 38.2299619779074 |
93 | 35 | 50.209491800724 | -15.209491800724 |
94 | 47 | 39.7798915359534 | 7.22010846404665 |
95 | 36 | 21.6090968101783 | 14.3909031898217 |
96 | 59 | 78.9237139876921 | -19.9237139876921 |
97 | 79 | 59.8162904370557 | 19.1837095629443 |
98 | 14 | 4.25182950812535 | 9.74817049187465 |
99 | 42 | 66.7466741609698 | -24.7466741609698 |
100 | 41 | 54.2414483433262 | -13.2414483433262 |
101 | 8 | 15.3706806659659 | -7.37068066596587 |
102 | 41 | 33.6026461617478 | 7.39735383825223 |
103 | 24 | 45.3531950498802 | -21.3531950498802 |
104 | 22 | 40.2029404721843 | -18.2029404721843 |
105 | 18 | 26.4311923815153 | -8.43119238151534 |
106 | 1 | 15.4393630994505 | -14.4393630994505 |
107 | 53 | 52.9549019040511 | 0.0450980959488511 |
108 | 6 | 43.7931377721089 | -37.7931377721089 |
109 | 0 | -1.07101472277868 | 1.07101472277868 |
110 | 49 | 35.9184145139145 | 13.0815854860855 |
111 | 33 | 37.0668135354696 | -4.06681353546956 |
112 | 50 | 47.0535426390569 | 2.9464573609431 |
113 | 64 | 46.2043087942311 | 17.7956912057689 |
114 | 53 | 29.8799240552504 | 23.1200759447496 |
115 | 0 | -0.322399202950491 | 0.322399202950491 |
116 | 0 | -1.18344973383598 | 1.18344973383598 |
117 | 48 | 55.9521682445574 | -7.95216824455735 |
118 | 90 | 53.2069902296774 | 36.7930097703226 |
119 | 46 | 54.6882006720736 | -8.68820067207361 |
120 | 29 | 39.5895835258714 | -10.5895835258714 |
121 | 1 | 9.50498469004649 | -8.50498469004649 |
122 | 64 | 57.9107885224095 | 6.08921147759052 |
123 | 29 | 32.241669381059 | -3.241669381059 |
124 | 27 | 50.8112020636499 | -23.8112020636499 |
125 | 4 | 20.3041595421942 | -16.3041595421942 |
126 | 10 | 4.52374509797033 | 5.47625490202967 |
127 | 47 | 50.0961866714714 | -3.09618667147142 |
128 | 44 | 47.123252408036 | -3.123252408036 |
129 | 51 | 53.0296372496654 | -2.02963724966542 |
130 | 0 | 2.59753096070352 | -2.59753096070352 |
131 | 0 | 1.06992286646935 | -1.06992286646935 |
132 | 38 | 43.047374403304 | -5.047374403304 |
133 | 0 | 0.765611399843001 | -0.765611399843001 |
134 | 57 | 49.6334647159211 | 7.36653528407887 |
135 | 0 | -0.29265410594282 | 0.29265410594282 |
136 | 6 | 10.3991898297333 | -4.39918982973325 |
137 | 0 | -1.52075476700788 | 1.52075476700788 |
138 | 22 | 42.7389395911435 | -20.7389395911436 |
139 | 34 | 35.4482229049266 | -1.44822290492663 |
140 | 0 | 0.0974338505020746 | -0.0974338505020746 |
141 | 10 | 3.0299195527627 | 6.9700804472373 |
142 | 16 | 26.9209553475439 | -10.9209553475439 |
143 | 93 | 42.5098060936236 | 50.4901939063764 |
144 | 22 | 35.636909992299 | -13.636909992299 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
7 | 0.48845832961756 | 0.97691665923512 | 0.51154167038244 |
8 | 0.331550053565495 | 0.663100107130991 | 0.668449946434505 |
9 | 0.213057736121156 | 0.426115472242312 | 0.786942263878844 |
10 | 0.184981110185912 | 0.369962220371824 | 0.815018889814088 |
11 | 0.167028002843209 | 0.334056005686418 | 0.832971997156791 |
12 | 0.154392426924618 | 0.308784853849236 | 0.845607573075382 |
13 | 0.0963238143009355 | 0.192647628601871 | 0.903676185699064 |
14 | 0.0801295450791844 | 0.160259090158369 | 0.919870454920816 |
15 | 0.111113266017018 | 0.222226532034037 | 0.888886733982982 |
16 | 0.116786993302294 | 0.233573986604588 | 0.883213006697706 |
17 | 0.381572797075153 | 0.763145594150305 | 0.618427202924847 |
18 | 0.360675084212586 | 0.721350168425173 | 0.639324915787414 |
19 | 0.382689982991167 | 0.765379965982334 | 0.617310017008833 |
20 | 0.367054899874617 | 0.734109799749234 | 0.632945100125383 |
21 | 0.300863538344454 | 0.601727076688908 | 0.699136461655546 |
22 | 0.325752010249067 | 0.651504020498133 | 0.674247989750933 |
23 | 0.40557791733797 | 0.81115583467594 | 0.59442208266203 |
24 | 0.465067337080813 | 0.930134674161625 | 0.534932662919187 |
25 | 0.403416248706329 | 0.806832497412658 | 0.596583751293671 |
26 | 0.36478171297439 | 0.72956342594878 | 0.63521828702561 |
27 | 0.317998878545291 | 0.635997757090581 | 0.682001121454709 |
28 | 0.268965334503715 | 0.537930669007429 | 0.731034665496285 |
29 | 0.492418682713202 | 0.984837365426405 | 0.507581317286797 |
30 | 0.48788852416466 | 0.97577704832932 | 0.51211147583534 |
31 | 0.499917547608282 | 0.999835095216564 | 0.500082452391718 |
32 | 0.451838527036724 | 0.903677054073449 | 0.548161472963276 |
33 | 0.496369240998734 | 0.992738481997468 | 0.503630759001266 |
34 | 0.590346669812412 | 0.819306660375176 | 0.409653330187588 |
35 | 0.568626482129154 | 0.862747035741693 | 0.431373517870846 |
36 | 0.553501644654431 | 0.892996710691138 | 0.446498355345569 |
37 | 0.696103837337464 | 0.607792325325072 | 0.303896162662536 |
38 | 0.695256337141083 | 0.609487325717833 | 0.304743662858917 |
39 | 0.658814706894953 | 0.682370586210093 | 0.341185293105047 |
40 | 0.693943193055647 | 0.612113613888705 | 0.306056806944353 |
41 | 0.880453645627071 | 0.239092708745858 | 0.119546354372929 |
42 | 0.860612237958156 | 0.278775524083687 | 0.139387762041844 |
43 | 0.904091636610303 | 0.191816726779394 | 0.095908363389697 |
44 | 0.893366601799943 | 0.213266796400114 | 0.106633398200057 |
45 | 0.983907280496232 | 0.0321854390075355 | 0.0160927195037678 |
46 | 0.978978895160899 | 0.0420422096782027 | 0.0210211048391013 |
47 | 0.973058628078541 | 0.0538827438429181 | 0.0269413719214591 |
48 | 0.97490881728533 | 0.0501823654293393 | 0.0250911827146697 |
49 | 0.982573120242707 | 0.0348537595145863 | 0.0174268797572932 |
50 | 0.976474980071138 | 0.0470500398577236 | 0.0235250199288618 |
51 | 0.971745879220832 | 0.0565082415583354 | 0.0282541207791677 |
52 | 0.96405360995587 | 0.0718927800882605 | 0.0359463900441303 |
53 | 0.966785836202873 | 0.0664283275942541 | 0.0332141637971271 |
54 | 0.966215857697226 | 0.067568284605549 | 0.0337841423027745 |
55 | 0.966830902401666 | 0.0663381951966683 | 0.0331690975983342 |
56 | 0.956645325540901 | 0.0867093489181985 | 0.0433546744590992 |
57 | 0.950333658302105 | 0.0993326833957905 | 0.0496663416978952 |
58 | 0.938414520216962 | 0.123170959566077 | 0.0615854797830384 |
59 | 0.929955893465587 | 0.140088213068825 | 0.0700441065344127 |
60 | 0.932351105485822 | 0.135297789028357 | 0.0676488945141784 |
61 | 0.915153759110407 | 0.169692481779186 | 0.0848462408895928 |
62 | 0.896724173011266 | 0.206551653977469 | 0.103275826988734 |
63 | 0.877210932258971 | 0.245578135482058 | 0.122789067741029 |
64 | 0.853535240505317 | 0.292929518989366 | 0.146464759494683 |
65 | 0.930699425663936 | 0.138601148672128 | 0.0693005743360641 |
66 | 0.914162263227131 | 0.171675473545739 | 0.0858377367728694 |
67 | 0.89907070737426 | 0.20185858525148 | 0.10092929262574 |
68 | 0.930413637836629 | 0.139172724326742 | 0.0695863621633711 |
69 | 0.914902235273228 | 0.170195529453544 | 0.085097764726772 |
70 | 0.909402333470525 | 0.181195333058949 | 0.0905976665294747 |
71 | 0.901394873930012 | 0.197210252139976 | 0.098605126069988 |
72 | 0.891165431856058 | 0.217669136287884 | 0.108834568143942 |
73 | 0.982693353298102 | 0.0346132934037961 | 0.0173066467018981 |
74 | 0.977368196143304 | 0.0452636077133911 | 0.0226318038566956 |
75 | 0.973726756424228 | 0.0525464871515431 | 0.0262732435757716 |
76 | 0.992246593253136 | 0.0155068134937271 | 0.00775340674686353 |
77 | 0.989857153465602 | 0.0202856930687962 | 0.0101428465343981 |
78 | 0.996386275064658 | 0.00722744987068356 | 0.00361372493534178 |
79 | 0.996072955429546 | 0.00785408914090893 | 0.00392704457045447 |
80 | 0.995039778417788 | 0.00992044316442359 | 0.0049602215822118 |
81 | 0.993515042642571 | 0.0129699147148574 | 0.0064849573574287 |
82 | 0.997660867047162 | 0.00467826590567567 | 0.00233913295283783 |
83 | 0.996853482278262 | 0.00629303544347685 | 0.00314651772173843 |
84 | 0.995716194841765 | 0.00856761031647074 | 0.00428380515823537 |
85 | 0.993910564561084 | 0.0121788708778331 | 0.00608943543891653 |
86 | 0.991460242136492 | 0.0170795157270168 | 0.00853975786350838 |
87 | 0.997484653365034 | 0.00503069326993145 | 0.00251534663496572 |
88 | 0.99630005127932 | 0.00739989744136006 | 0.00369994872068003 |
89 | 0.994741708221769 | 0.0105165835564615 | 0.00525829177823073 |
90 | 0.993135489249695 | 0.0137290215006097 | 0.00686451075030484 |
91 | 0.990727618885121 | 0.0185447622297585 | 0.00927238111487924 |
92 | 0.997733002370033 | 0.00453399525993309 | 0.00226699762996654 |
93 | 0.997182749929707 | 0.0056345001405856 | 0.0028172500702928 |
94 | 0.996231602939612 | 0.00753679412077554 | 0.00376839706038777 |
95 | 0.996100030121096 | 0.00779993975780775 | 0.00389996987890388 |
96 | 0.99572725665688 | 0.0085454866862395 | 0.00427274334311975 |
97 | 0.996744932896252 | 0.00651013420749653 | 0.00325506710374827 |
98 | 0.996280664053295 | 0.00743867189341003 | 0.00371933594670502 |
99 | 0.99667807892902 | 0.00664384214195905 | 0.00332192107097952 |
100 | 0.995455133768068 | 0.00908973246386415 | 0.00454486623193208 |
101 | 0.993415339448505 | 0.0131693211029902 | 0.00658466055149508 |
102 | 0.991953773917303 | 0.016092452165394 | 0.00804622608269699 |
103 | 0.991861490073759 | 0.0162770198524813 | 0.00813850992624065 |
104 | 0.990775575237477 | 0.018448849525046 | 0.00922442476252299 |
105 | 0.987190119735306 | 0.0256197605293888 | 0.0128098802646944 |
106 | 0.983558419332736 | 0.032883161334527 | 0.0164415806672635 |
107 | 0.976351663760543 | 0.0472966724789148 | 0.0236483362394574 |
108 | 0.993855952322647 | 0.0122880953547063 | 0.00614404767735317 |
109 | 0.990557615801947 | 0.0188847683961063 | 0.00944238419805313 |
110 | 0.988022504804614 | 0.0239549903907722 | 0.0119774951953861 |
111 | 0.982689444391612 | 0.0346211112167751 | 0.0173105556083875 |
112 | 0.974548079251788 | 0.0509038414964238 | 0.0254519207482119 |
113 | 0.972383669165162 | 0.0552326616696752 | 0.0276163308348376 |
114 | 0.981688862446628 | 0.0366222751067439 | 0.018311137553372 |
115 | 0.973484012318373 | 0.0530319753632533 | 0.0265159876816267 |
116 | 0.963632138928083 | 0.0727357221438338 | 0.0363678610719169 |
117 | 0.952278479718461 | 0.0954430405630771 | 0.0477215202815386 |
118 | 0.997973078640615 | 0.00405384271877043 | 0.00202692135938522 |
119 | 0.996464998367165 | 0.00707000326566952 | 0.00353500163283476 |
120 | 0.99399812681891 | 0.0120037463621794 | 0.00600187318108972 |
121 | 0.99049054105261 | 0.0190189178947795 | 0.00950945894738973 |
122 | 0.98758313231503 | 0.0248337353699396 | 0.0124168676849698 |
123 | 0.981641484930837 | 0.0367170301383259 | 0.018358515069163 |
124 | 0.971843658344728 | 0.0563126833105439 | 0.028156341655272 |
125 | 0.958568565200085 | 0.0828628695998297 | 0.0414314347999149 |
126 | 0.947203443220114 | 0.105593113559771 | 0.0527965567798856 |
127 | 0.921997142451774 | 0.156005715096451 | 0.0780028575482256 |
128 | 0.89512563522951 | 0.209748729540979 | 0.10487436477049 |
129 | 0.863886510363297 | 0.272226979273406 | 0.136113489636703 |
130 | 0.818046426047017 | 0.363907147905966 | 0.181953573952983 |
131 | 0.756717072101116 | 0.486565855797768 | 0.243282927898884 |
132 | 0.683396040229675 | 0.633207919540651 | 0.316603959770325 |
133 | 0.601167221356181 | 0.797665557287639 | 0.398832778643819 |
134 | 0.493495823886655 | 0.98699164777331 | 0.506504176113345 |
135 | 0.37792500149845 | 0.755850002996899 | 0.62207499850155 |
136 | 0.275848199711077 | 0.551696399422154 | 0.724151800288923 |
137 | 0.165403375671607 | 0.330806751343213 | 0.834596624328393 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 19 | 0.145038167938931 | NOK |
5% type I error level | 49 | 0.374045801526718 | NOK |
10% type I error level | 66 | 0.50381679389313 | NOK |