Evaluate the level of Russian civil servants’ pay gaps
Theoretical Analysis of Civil servants pay differentiation. Possible ways of optimization civil servants’ pay differentiation. Comparative analysis of civil servants’ pay differentiation in Central government of Russia and OECD countries. Pay composition.
Рубрика | Менеджмент и трудовые отношения |
Вид | дипломная работа |
Язык | английский |
Дата добавления | 20.03.2016 |
Размер файла | 3,2 M |
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APPENDIXES
The interpretation of Citation Summary table's indicators
The All Databases Citation Summary table displays a breakdown of all Times Cited counts across all products and editions in Web of Knowledge, including citation counts from product databases that are not in your institution's subscription.
Citing Articles without Self-citations
This field displays the total number of citing articles minus any article that appears in the set of search results on the Citation Report.
Average Citations per Item
This field displays a simple formula that calculates the average number of citing articles for all items in a set. It is the sum of the Times Cited count divided by the number of results found.
h-index
This field displays the h-index count and is based on a list of publications ranked in descending order by the Times Cited count.
The h-index is indicated by an orange horizontal line going through the Year / Total Year columns. The number of items above this line, which is "h" have at least "h" citations. For example, an h-index of 20 means there are 20 items that have 20 citations or more. This metric is useful because it discounts the disproportionate weight of highly cited papers or papers that have not yet been cited.
Calculating the h-index Value - The h-index factor is based on the depth of years of your product subscription and your selected timespan. Items that do not appear on the Results page will not be factored into the calculation. If your subscription depth is 10 years, then the h-index value is based on this depth even though a particular author may have published articles more than 10 years ago. Moreover, the calculation only includes items in your product database - books and articles in non-covered journals are not included.
Main findings of the most cited articles
Article |
Object (aspect) |
Research area |
Country |
Results |
Times sited |
|
Grodsky, E. and Pager, D. (2001) The structure of disadvantage: Individual and occupational determinants of the black-white wage gap, American Sociological Review, 66 (4), pp. 542-567. |
Racial wage gap |
Sociology |
USA |
Racial wage gap is generated by systematic variation in the occupational structure (individual human capital and occupational placement) |
84 |
|
Hirsch, B. and Schumacher, E. (2004) Match Bias in Wage Gap Estimates Due to Earnings Imputation, Journal of Labor Economics, 22 (3), pp. 689-722. |
Labour market differentials |
Business & Economics |
Germany |
Wage gap estimates are biased toward zero when the attribute being studied is not a criterion used to match donors to nonrespondents |
46 |
|
Maume, D. (1999) Occupational segregation and the career mobility of white men and women, Social Forces, 77 (4), pp. 1433-1459. |
Gender wage gap |
Sociology |
USA |
For man, occupation was positively related to men's chances of receiving a wage promotion. For women, occupational segregation positively influenced movement to joblessness |
30 |
|
Mastekaasa, A. and Olsen, K.M. (1998) Gender, Absenteeism, and Job Characteristics: A Fixed Effects Approach, Work and Occupations, 25 (2), pp. 195-228. |
Gender wage differentials |
Business & Economics; Sociology |
Norway |
The gender difference in absenteeism is reflected by general health and personality differences |
28 |
|
Machin, S. and Puhani, P. (2003) Subject of degree and the gender wage differential: evidence from the UK and Germany, Economics Letters, 79, pp. 393-400. |
Gender wage differentials |
Business & Economics |
England |
Subject of degree explains higher wages of male over female graduates after controlling for age, industry, region, part-time and public sector employment |
27 |
|
Jurajda, S. (2003) Gender wage gap and segregation in enterprises and the public sector in late transition countries, Journal of Comparative Economics, 31 (2), pp. 199-222. |
Gender wage gap |
Business & Economics |
Czech Republic |
Various forms of employment segregation are related to the overall gender pay difference. Much of the gap is due to violations of the equal pay policy |
25 |
|
Martin, P. and Harkreader, S. (1993) Multiple Gender Contexts and Employee Rewards, Work And Occupations, 20 (3), pp. 296-336. |
Gender wage differentials and satisfaction |
Business & Economics; Sociology |
USA |
Women are less broadly dispersed than are man. Net of their human capital and responsibility, women and men who are situated in job ladders or at hierarchical levels with more women earn less |
19 |
|
Melly, B. (2005) Public-private sector wage di?erentials in Germany: Evidence from quantile regression, Empirical Economics, 30, pp. 505-520. |
Public-private sector wage di?erentials |
Business & Economics; Mathematical Methods In Social Sciences |
Germany |
Conditional wages are higher in the public sector for women but lower for men. At the low end of wages, differences in characteristics explain less than the raw wage gap when it is the opposite at high wages. The most experienced employees and those with basic schooling do best in the public sector |
18 |
|
Berger, M., Blomquist, G. and Peter, K. (2008) Compensating differentials in emerging labor and housing markets: Estimates of quality of life in Russian cities, Journal of Urban Economics, 63 (1), pp. 25-55. |
Compensating differentials |
Business & Economics; Urban Studies |
USA |
Compensating differentials exist even after controlling for the regional pay differences (“regional coefficients”) used by the Russian government to compensate public sector workers for living in regions that are designated as less desirable |
17 |
Median full-time gross weekly earnings in UK's regions, 2008
Resource: IDS, 2009
Hourly Wages (Median) by Private and Public Sectors in French Regions, 2002
Source: Meurs et al., 2007
Dynamics of interregional wage differentials in Russia
Resource: Oshchepkov, 2007a
The ratio of the annual average salary of the public sector to that of all sectors and per capita GDP in China
Resource: National Statistics Bureau of the People's Republic of China, 2009
Ratio of public to private compensation per employee in different countries
Resource: Giordano et al., 2011
Ratios between average salaries of selected top public sector management positions and bottom of workforce pay spine in UK, 2000 - 2009
Resource: Hutton, 2011
Systematization of the main theories of pay differentiation, factors, types and possible ways of optimisation
Theories |
Factors of pay differentiation |
Types of pay differentiation |
Possible ways of optimization |
|
Human capital theory Glass ceiling theory |
Age, gender, ethnicity, education, experience |
Gender pay differentiation |
Minimal wages, Equal pay policy, Flexibility of working conditions, Monitoring of pay practices |
|
Racial (Ethnic) pay differentiation |
||||
Compensating differences theory |
Risk, image, prestige, stability, working conditions, region, territory |
Interregional pay differentiation |
Regional coefficients |
|
Opportunity cost theory |
Occupation, sector of economy, industry, skills, education, competencies |
Sectorial (occupational) pay differentiation |
Market supplements, Wage indexation |
|
Effective wage theory |
Psychological factors, health, attitudes, perceptions, expectations, morale, interrelationships, values, ethics |
Psychological pay differentiation |
Personal involvement (collective bargaining), Transparency and accountability of wage setting process |
|
- |
Level of job position |
Vertical (hierarchical) pay differentiation |
Different types of pay systems, Talent management |
|
- |
Peculiarities of organization (structural effect) |
Horizontal pay differentiation |
PRP |
The average monthly pay of Municipal civil servants by groups of civil service' positions, rubles per civil servant (2011)
The average mounthly pay salary |
|||||||
total |
by groups of civil service' positions in FEBs |
||||||
Senior staff |
Chief officers |
Leading officers |
Senior officers |
Junior officers |
|||
RF |
26870 |
44512 |
37238 |
32029 |
23097 |
14282 |
|
Central federal district |
25705 |
38313 |
34781 |
29951 |
21300 |
13279 |
|
Belgorod region |
23383 |
45396 |
26304 |
18642 |
13311 |
11193 |
|
Bryansk region |
18185 |
38130 |
23983 |
21320 |
15625 |
10717 |
|
Vladimir region |
21688 |
35861 |
25494 |
20238 |
15890 |
10948 |
|
Voronezh region |
27523 |
67837 |
57464 |
34171 |
22266 |
14363 |
|
Ivanovo region |
19733 |
31109 |
29519 |
22610 |
15566 |
8590 |
|
Kaluga region |
21887 |
29834 |
28290 |
25947 |
18982 |
11996 |
|
Kostroma region |
19390 |
31545 |
24502 |
22505 |
13895 |
10459 |
|
Kursk region |
18461 |
28614 |
22466 |
18983 |
15315 |
9919 |
|
Lipetsk region |
23537 |
49706 |
34895 |
24866 |
18167 |
13428 |
|
Moscow region |
33613 |
55877 |
50241 |
37273 |
27072 |
18127 |
|
Oryol region |
20796 |
37388 |
27312 |
29866 |
16105 |
11942 |
|
Ryazan region |
22873 |
51487 |
36146 |
25390 |
18042 |
12281 |
|
Smolensk region |
19334 |
29508 |
25383 |
24068 |
17778 |
12494 |
|
Tambov region |
15426 |
62012 |
25624 |
18961 |
13507 |
8642 |
|
Tver region |
28471 |
33464 |
33792 |
39764 |
24295 |
10341 |
|
Tula region |
23312 |
41716 |
26223 |
23656 |
17786 |
10927 |
|
Yaroslavl region |
21982 |
38661 |
33046 |
26950 |
18425 |
12315 |
|
Moscow |
46720 |
91140 |
82246 |
59681 |
41206 |
29395 |
|
North Western federal district |
30000 |
50657 |
42195 |
35711 |
26261 |
18186 |
|
Republic of Karelia |
29793 |
71117 |
44128 |
39128 |
27883 |
17364 |
|
Republic of Komi |
35674 |
87746 |
54052 |
39711 |
25830 |
16292 |
|
Arkhangelsk region |
33389 |
55733 |
70591 |
43966 |
25878 |
17396 |
|
Vologda region |
22519 |
36220 |
25789 |
29373 |
18140 |
12589 |
|
Kaliningrad region |
30090 |
50174 |
35790 |
32826 |
25113 |
18260 |
|
Leningrad region |
30528 |
51287 |
49272 |
37734 |
27364 |
19725 |
|
Murmansk region |
45976 |
113318 |
84690 |
58113 |
44702 |
30970 |
|
Novgorod region |
25288 |
51148 |
36177 |
29384 |
21983 |
16943 |
|
Pskov region |
12906 |
23617 |
16696 |
15150 |
11218 |
8065 |
|
St. Petersburg |
40273 |
58347 |
54127 |
45162 |
36764 |
26039 |
|
Southern federal district |
24098 |
47071 |
35884 |
28019 |
20351 |
13527 |
|
Republic of Adygea |
21494 |
30417 |
31853 |
30441 |
20390 |
11420 |
|
Republic of Kalmykia |
16304 |
24288 |
23095 |
17564 |
13459 |
9596 |
|
Krasnodar Krai |
27940 |
57936 |
39811 |
30495 |
22969 |
16151 |
|
Astrakhan region |
20495 |
39210 |
24606 |
17165 |
15796 |
9995 |
|
Volgograd region |
23326 |
43348 |
36075 |
25252 |
18523 |
11503 |
|
Rostov region |
22326 |
54958 |
38820 |
29270 |
21101 |
12782 |
|
North Caucasus federal district |
18030 |
30194 |
22977 |
19947 |
15594 |
10143 |
|
Republic of Dagestan |
17763 |
26476 |
20962 |
16133 |
14057 |
9096 |
|
Republic of Ingushetia |
16696 |
24775 |
19357 |
16019 |
13398 |
11155 |
|
Republic of Kabardino-Balkariya |
16293 |
29287 |
19937 |
13569 |
9893 |
7520 |
|
Republic of Karachaevo-Cherkessiya |
16033 |
27230 |
22210 |
14208 |
12929 |
8926 |
|
Republic Northern Ossetia-Alania |
17042 |
30370 |
20147 |
18192 |
13926 |
8458 |
|
Chechen Republic |
15073 |
28082 |
22745 |
18031 |
15135 |
10302 |
|
Stavropol Krai |
20359 |
39525 |
29231 |
28005 |
17488 |
10949 |
|
Volga federal district |
21121 |
36248 |
30532 |
25978 |
17950 |
12006 |
|
Republic of Bashkortostan |
23902 |
100404 |
53304 |
35882 |
24819 |
13593 |
|
Republic of Mari El |
17563 |
31683 |
29052 |
18606 |
13031 |
9547 |
|
Republic of Mordovia |
15006 |
23338 |
16217 |
14867 |
10955 |
8650 |
|
Republic of Tatarstan (Tatarstan) |
21688 |
20905 |
28242 |
28926 |
19466 |
9303 |
|
Udmurt Republic |
19141 |
51586 |
30751 |
21141 |
13833 |
9510 |
|
The Chuvash Republic - Chuvashia |
13974 |
45267 |
25162 |
19340 |
14565 |
9537 |
|
Perm Krai |
21288 |
51943 |
39048 |
24217 |
15080 |
8970 |
|
Kirov region |
16573 |
29158 |
23619 |
18907 |
14060 |
9416 |
|
Nizhny Novgorod Region |
25125 |
69052 |
39597 |
33893 |
19123 |
12806 |
|
Orenburg region |
19232 |
35286 |
28928 |
24955 |
19218 |
11850 |
|
Penza region |
20769 |
31469 |
28027 |
19897 |
15483 |
12104 |
|
Samara region |
25873 |
44644 |
31397 |
26101 |
19442 |
11366 |
|
Saratov region |
19753 |
36020 |
29308 |
31441 |
24351 |
13108 |
|
Ulyanovsk region |
18476 |
31831 |
25392 |
18304 |
15992 |
9663 |
|
Ural federal district |
45960 |
79697 |
50337 |
60982 |
39270 |
18977 |
|
Kurgan region |
14953 |
22355 |
18076 |
13235 |
12159 |
10564 |
|
Sverdlovsk region |
30733 |
48915 |
36758 |
42503 |
27306 |
17556 |
|
Tyumen region |
72905 |
131788 |
105077 |
87856 |
56830 |
32738 |
|
Yamal-Nenets Autonomus region |
99092 |
290040 |
179756 |
122412 |
73998 |
56449 |
|
Chelyabinsk region |
23542 |
55078 |
29461 |
21918 |
19280 |
10076 |
|
Siberian federal district |
24567 |
37330 |
37703 |
29687 |
21534 |
16179 |
|
Republic of Altai |
21514 |
37701 |
34822 |
30746 |
17379 |
9220 |
|
Republic of Buryatia |
25853 |
67357 |
44718 |
32491 |
22100 |
11486 |
|
Republic of Tyva |
23773 |
50551 |
39109 |
26519 |
20576 |
12048 |
|
Republic of Khakassia |
26827 |
57224 |
44008 |
32002 |
23620 |
16324 |
|
Altai region |
16137 |
18915 |
22674 |
22171 |
13360 |
8448 |
|
Zabaykalsky Krai |
22668 |
48996 |
33579 |
26064 |
19170 |
11084 |
|
Krasnoyarsk Krai |
31030 |
63881 |
40913 |
30575 |
28462 |
17702 |
|
Irkutsk region |
31918 |
83006 |
58857 |
45617 |
36668 |
23630 |
|
Kemerovo region |
18287 |
30989 |
24236 |
22371 |
14678 |
8884 |
|
Novosibirsk region |
21106 |
50370 |
41722 |
28647 |
19457 |
11500 |
|
Omsk region |
22428 |
42286 |
33726 |
28220 |
19876 |
12065 |
|
Tomsk region |
31723 |
101571 |
45561 |
44974 |
26011 |
15324 |
|
Far East federal district |
38952 |
79970 |
52867 |
38009 |
30979 |
21323 |
|
Republic of Sakha (Yakutia) |
38009 |
89026 |
67454 |
49181 |
32603 |
26602 |
|
Kamchatka region |
56662 |
111582 |
54427 |
37133 |
26653 |
25363 |
|
Primorsky Krai |
32252 |
57104 |
40653 |
29752 |
16813 |
12276 |
|
Khabarovsk region |
40453 |
79152 |
70637 |
53845 |
37650 |
23584 |
|
Amur region |
27638 |
55454 |
39471 |
32620 |
22495 |
12822 |
|
Magadan region |
44922 |
104907 |
78005 |
50676 |
34777 |
20032 |
|
Sakhalin region |
52944 |
125695 |
59971 |
35945 |
32430 |
24593 |
|
Jewish Autonomus region |
28077 |
49594 |
41555 |
27818 |
22290 |
14544 |
|
Chukotka Autonomus region |
69982 |
118199 |
86165 |
69078 |
55406 |
23963 |
Resource: Rosstat, 2011
Russian legislation containing the principles and recommendations on the implementation of PRP for civil servants:
· Federal law N 58 (2003) “On the system of Civil Service in the Russian Federation”.
· Federal law N 79 (2004) “On the State Civil Service in the Russian Federation”.
· Presidential decree (2010) N 261”On the Federal programme “Reforming and Development of the civil service in the Russian Federation (2009-2013)”.
· Presidential decree (2012) N 601 «On the main directions of perfection the system of public administration”.
· List of Presidents' instructions resulted in enlarged session of working group on preparation suggestions for development in the Russian Federation the system “Open Government” for the civil service's staff assistance on 14th of March 2012.
Pay gaps between Senior managers and Support Specialists in the FEBs of the Russian Federation, 2011
Based on the data of Rosstat, 2011
Current structure of FEBs of the Russian Federation
I. Federal Ministries, Federal Services and Federal Agencies, management of which activity is carried out by the President of the Russian Federation, Federal Services and Federal Agencies subordinated to these Federal Ministries
Ministry of the Interior of the Russian Federation
Ministry of Civil Defence, Emergencies and Disaster Relief of the Russian Federation
Ministry of Foreign Affairs of the Russian Federation
· Federal Agency for CIS (Commonwealth of Independent States) Affairs, Compatriots Abroad and International Humanitarian Cooperation
Ministry of Defense of the Russian Federation
· Federal Service for Military and Technical Cooperation
· Federal Technical and Export Control Service
· Federal Agency for Special Construction
· Federal Agency for Deliveries of Weapons, Military and Special Equipment and Materiel
Ministry of Justice of the Russian Federation
· Federal Penitentiaries and Correction Service
· Federal Bailiff Service
State Courier Service of the Russian Federation (Federal Service)
Foreign Intelligence Service of the Russian Federation (Federal Service)
Federal Security Service of the Russian Federation (Federal Service)
· National Antiterrorist Committee
Federal Service for Narcotics Traffic Control of the Russian Federation (Federal Service)
Federal Protection (Bodyguard) Service of the Russian Federation (Federal Service)
Chief Directorate for Special Programs of the President of the Russian Federation (Federal Agency)
Directorate of the President of the Russian Federation (Federal Agency)
Federal Financial Monitoring Service
II. Federal Ministries, Federal Services and Federal Agencies, management of which is carried out by the Government of the Russian Federation, Federal Services and Federal Agencies subordinated to these Federal Ministries
Ministry of Healthcare of the Russian Federation
· Federal Supervision Service for Healthcare
· Federal Biomedical Agency
Ministry of Culture of the Russian Federation
· Federal Archives Agency
· Federal Agency for Tourism
Ministry of Education and Science of the Russian Federation
· Federal Service for Education and Science Supervision
· Federal Agency for Youth Affairs
Ministry of Natural Resources and Environment of the Russian Federation
· Federal Service for Hydrometeorology and Environmental Monitoring
· Federal Supervisory Natural Resources Management Service
· Federal Water Resources Agency
· Federal Agency for Subsoil Resources Management
· Federal Forestry Agency
Ministry of Industry and Trade of the Russian Federation
· Federal Agency for Technical Regulation and Metrology
Ministry of Tele- and Mass Communications of the Russian Federation
· Federal Service for Communications, Information Technologies and Mass Communication Supervision
· Federal Press and Mass Communication Agency
· Federal Communications Agency
Ministry of Regional Development of the Russian Federation
· Federal Agency for Construction, Housing and Utilities
Ministry of Agriculture of the Russian Federation
· Federal Service for Veterinary and Phytosanitary Control
· Federal Agency for Fisheries
Ministry of Sport of the Russian Federation
Ministry of Transport of the Russian Federation
· Federal Transport Supervision Service
· Federal Air Transport Agency
· Federal Road Agency
· Federal Rail Transport Agency
· Federal Maritime and River Transport Agency
Ministry of Finance of the Russian Federation
· Federal Tax Service
· Federal Service for Financial and Budgetary Supervision
· Federal Treasury (Federal Service)
Ministry of Economic Development of the Russian Federation
· Federal Service for State Registration, Cadastre and Cartography
· Federal State Reserves Agency
· Federal Agency for State Property Management
· Federal Accreditation Service
· Federal Service for Intellectual Property
Ministry of Energy of the Russian Federation
Ministry of Labour and Social Security of the Russian Federation
· Federal Labour and Employment Service
Ministry for the Development of the Russian Far East
Federal Antimonopoly Service
Federal Customs Service
Federal Tariff Service
Federal Financial Markets Service
Federal Space Agency
Federal Agency for the Development of the State Border Facilities of the Russian Federation
Federal Service for Alcohol Market Regulations
Federal Service for Environmental, Technological and Nuclear Supervision
Federal Migration Service
Federal Supervisory Service for Consumers Rights Protection and Human Welfare
Federal Service for Defence Contracts
Federal State Statistics Service
The average monthly pay of Federal civil servants of FEBs by categories of civil service' positions, rubles per civil servant (2011)
The level of average monthly compensation of civil servants in central government as % of OECD average level, 2011
ISCO-08 occupations |
Senior managers |
Middle managers |
Professionals |
Secretarial positions |
||||
ISCO-08 positions/ Countries |
D1 position |
D2 Position |
D3 Position |
D4 Position |
Economists, policy analysts, statisticians |
Administrative executive secretaries |
Secretaries (general office clerks) |
|
AUT |
86% |
100% |
86% |
85% |
101% |
81% |
- |
|
BEL |
131% |
105% |
129% |
134% |
128% |
127% |
131% |
|
CHL |
91% |
67% |
61% |
- |
55% |
32% |
- |
|
DNK |
222% |
171% |
109% |
102% |
95% |
125% |
118% |
|
EST |
45% |
- |
51% |
59% |
48% |
57% |
55% |
|
FIN |
74% |
- |
91% |
100% |
106% |
136% |
121% |
|
HUN |
65% |
78% |
72% |
79% |
56% |
46% |
60% |
|
ISL |
47% |
71% |
79% |
- |
89% |
- |
99% |
|
IRL |
136% |
111% |
126% |
115% |
128% |
115% |
95% |
|
ITA |
155% |
- |
132% |
- |
76% |
96% |
- |
|
KOR |
80% |
83% |
84% |
86% |
93% |
108% |
96% |
|
NLD |
102% |
101% |
137% |
143% |
138% |
144% |
140% |
|
NZL |
184% |
151% |
111% |
108% |
74% |
81% |
95% |
|
NOR |
86% |
90% |
89% |
88% |
93% |
114% |
123% |
|
SVN |
53% |
- |
70% |
- |
81% |
79% |
58% |
|
ESP |
69% |
93% |
99% |
90% |
141% |
104% |
113% |
|
SWE |
74% |
69% |
74% |
71% |
78% |
89% |
91% |
|
GBR |
154% |
133% |
140% |
116% |
75% |
90% |
77% |
|
USA |
98% |
132% |
148% |
140% |
165% |
156% |
123% |
|
BRA |
68% |
78% |
93% |
101% |
109% |
111% |
82% |
|
OECD |
100% |
100% |
100% |
100% |
100% |
100% |
100% |
|
Russia |
54% |
33% |
70% |
44% |
53% |
67% |
48% |
Model with 15 explanatory variables
Dependent Variable: Y |
|||||
Method: Least Squares |
|||||
Sample(adjusted): 1 65 |
|||||
Included observations: 55 |
|||||
Excluded observations: 10 after adjusting endpoints |
|||||
Variable |
Coefficient |
Std. Error |
t-Statistic |
Prob. |
|
C |
-156925.2 |
71950.87 |
-2.181005 |
0.0353 |
|
X2 |
28.62352 |
18.53719 |
1.544113 |
0.1306 |
|
X3 |
49.01216 |
27.66101 |
1.771886 |
0.0842 |
|
X4 |
2.856971 |
0.325595 |
8.774611 |
0.0000 |
|
X5 |
9.743899 |
11.05721 |
0.881226 |
0.3836 |
|
X7 |
22245.34 |
13569.61 |
1.639351 |
0.1092 |
|
X8 |
7166.496 |
11904.71 |
0.601988 |
0.5507 |
|
X9 |
15564.74 |
8211.922 |
1.895384 |
0.0655 |
|
X10 |
0.012097 |
0.006031 |
2.005637 |
0.0519 |
|
X12 |
0.035743 |
0.006673 |
5.356309 |
0.0000 |
|
X13 |
-18.48538 |
25.41963 |
-0.727209 |
0.4714 |
|
X14 |
-240.8212 |
107.0226 |
-2.250191 |
0.0302 |
|
X15 |
-111.7522 |
649.8397 |
-0.171969 |
0.8644 |
|
X16 |
-689.3000 |
603.8590 |
-1.141492 |
0.2606 |
|
X18 |
174.9058 |
341.3807 |
0.512348 |
0.6113 |
|
X19 |
34.25804 |
37.23861 |
0.919960 |
0.3632 |
|
R-squared |
0.914620 |
Mean dependent var |
73566.20 |
||
Adjusted R-squared |
0.881781 |
S.D. dependent var |
59126.28 |
||
S.E. of regression |
20329.39 |
Akaike info criterion |
22.91557 |
||
Sum squared resid |
1.61E+10 |
Schwarz criterion |
23.49952 |
||
Log likelihood |
-614.1782 |
F-statistic |
27.85193 |
||
Durbin-Watson stat |
2.097509 |
Prob(F-statistic) |
0.000000 |
Heteroskedasticity Test
Heteroskedasticity Test: White |
|||||
F-statistic |
2.844786 |
Prob. F(43,11) |
0.0324 |
||
Obs*R-squared |
50.46224 |
Prob. Chi-Square(43) |
0.2023 |
||
Scaled explained SS |
51.05004 |
Prob. Chi-Square(43) |
0.1867 |
||
Test Equation: |
|||||
Dependent Variable: RESID^2 |
|||||
Method: Least Squares |
|||||
Sample: 1 65 |
|||||
Included observations: 55 |
|||||
Collinear test regressors dropped from specification |
|||||
Variable |
Coefficient |
Std. Error |
t-Statistic |
Prob. |
|
C |
9.98E+10 |
5.05E+10 |
1.976576 |
0.0737 |
|
X2 |
-51411569 |
27861904 |
-1.845228 |
0.0921 |
|
X2^2 |
6638.881 |
3818.267 |
1.738716 |
0.1100 |
|
X2*X3 |
-13644.42 |
9724.166 |
-1.403146 |
0.1882 |
|
X2*X4 |
-50.35545 |
121.9868 |
-0.412794 |
0.6877 |
|
X2*X9 |
3507194. |
2189743. |
1.601646 |
0.1375 |
|
X2*X10 |
2.533057 |
2.884781 |
0.878076 |
0.3987 |
|
X2*X12 |
-21.23178 |
22.23771 |
-0.954765 |
0.3602 |
|
X2*X14 |
-14129.24 |
41614.56 |
-0.339526 |
0.7406 |
|
X2*X19 |
20249.85 |
15525.57 |
1.304290 |
0.2188 |
|
X3 |
51966592 |
40987155 |
1.267875 |
0.2310 |
|
X3^2 |
6345.508 |
7042.576 |
0.901021 |
0.3869 |
|
X3*X4 |
123.9413 |
148.0876 |
0.836946 |
0.4204 |
|
X3*X9 |
-4683562. |
6204444. |
-0.754872 |
0.4662 |
|
X3*X10 |
1.585379 |
6.016397 |
0.263510 |
0.7970 |
|
X3*X12 |
10.66252 |
37.28587 |
0.285967 |
0.7802 |
|
X3*X14 |
31608.97 |
67490.14 |
0.468349 |
0.6487 |
|
X3*X19 |
-33716.16 |
35395.79 |
-0.952547 |
0.3613 |
|
X4 |
165329.9 |
539375.7 |
0.306521 |
0.7649 |
|
X4^2 |
0.873329 |
1.636814 |
0.533554 |
0.6043 |
|
X4*X9 |
-24561.10 |
68176.36 |
-0.360258 |
0.7255 |
|
X4*X10 |
0.109848 |
0.108783 |
1.009790 |
0.3343 |
|
X4*X12 |
-0.170331 |
0.659635 |
-0.258220 |
0.8010 |
|
X4*X14 |
-514.0387 |
1634.624 |
-0.314469 |
0.7590 |
|
X4*X19 |
-445.1944 |
560.2340 |
-0.794658 |
0.4436 |
|
X9 |
-1.23E+10 |
7.92E+09 |
-1.556989 |
0.1478 |
|
X9*X10 |
5580.774 |
1789.889 |
3.117944 |
0.0098 |
|
X9*X12 |
-8687.580 |
11241.19 |
-0.772835 |
0.4559 |
|
X9*X14 |
-17299549 |
23142442 |
-0.747525 |
0.4704 |
|
X9*X19 |
-1510907. |
5479440. |
-0.275741 |
0.7879 |
|
X10 |
-20428.70 |
10390.14 |
-1.966162 |
0.0750 |
|
X10^2 |
-0.001307 |
0.001216 |
-1.074537 |
0.3056 |
|
X10*X12 |
0.010057 |
0.018439 |
0.545431 |
0.5963 |
|
X10*X14 |
58.32305 |
36.99704 |
1.576425 |
0.1432 |
|
X10*X19 |
-4.643716 |
14.23961 |
-0.326113 |
0.7505 |
|
X12 |
103966.9 |
105440.4 |
0.986025 |
0.3453 |
|
X12^2 |
-0.002437 |
0.006581 |
-0.370362 |
0.7181 |
|
X12*X14 |
-138.0589 |
100.8796 |
-1.368552 |
0.1984 |
|
X12*X19 |
-43.48792 |
46.78392 |
-0.929548 |
0.3726 |
|
X14 |
82933548 |
2.01E+08 |
0.413113 |
0.6875 |
|
X14^2 |
-336161.0 |
294085.7 |
-1.143072 |
0.2773 |
|
X14*X19 |
58399.07 |
107775.7 |
0.541858 |
0.5987 |
|
X19 |
-59120086 |
70980975 |
-0.832900 |
0.4226 |
|
X19^2 |
13984.21 |
29842.94 |
0.468594 |
0.6485 |
|
R-squared |
0.917495 |
Mean dependent var |
3.26E+08 |
||
Adjusted R-squared |
0.594977 |
S.D. dependent var |
5.59E+08 |
||
S.E. of regression |
3.56E+08 |
Akaike info criterion |
42.20844 |
||
Sum squared resid |
1.39E+18 |
Schwarz criterion |
43.81431 |
||
Log likelihood |
-1116.732 |
Hannan-Quinn criter. |
42.82944 |
||
F-statistic |
2.844786 |
Durbin-Watson stat |
2.284592 |
||
Prob(F-statistic) |
0.032435 |
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