3D K-Means Cluster Movement by Year

Standardized feature space for union decline, shareholder dividends, and taxes paid.

Hover dots for industry details. Click and hold to rotate the axes. Scroll down for cluster membership.

Clusters

Cluster 0: High Taxes Paid / High Dividends
Cluster 1: Low Union Decline / Low Taxes Paid
Cluster 2: High Union Decline / Low Taxes Paid
1982

Cluster Membership By Industry

Cluster Cluster Description Industry Code Industry Years in Cluster Industry-Years
0 High Taxes Paid / High Dividends 2000 Mining (Total) 2004-2008 5
0 High Taxes Paid / High Dividends 2003 Oil and gas extraction 1982-1985 4
0 High Taxes Paid / High Dividends 3000 Utilities (Total) 1982-2008 27
0 High Taxes Paid / High Dividends 4000 Construction (Total) 1982-2008 27
0 High Taxes Paid / High Dividends 4020 Instruments and related products 1983-1984 2
0 High Taxes Paid / High Dividends 5001 Food, Beverage, and Tobacco manufacturing 1982-2008 24
0 High Taxes Paid / High Dividends 5002 Communication 1982-1997 16
0 High Taxes Paid / High Dividends 5008 Printing and publishing 1984-2008 25
0 High Taxes Paid / High Dividends 5009 Petroleum (including integrated) and coal products 1982-2008 27
0 High Taxes Paid / High Dividends 5010 Chemicals and allied products 1982-2008 27
0 High Taxes Paid / High Dividends 5013 Primary metal industries 1982-1989 4
0 High Taxes Paid / High Dividends 5014 Fabricated metal products 1982-1993 11
0 High Taxes Paid / High Dividends 5015 Machinery, except electrical 1982-2002 17
0 High Taxes Paid / High Dividends 5016 Computer and electronic product manufacturing 1998-2008 7
0 High Taxes Paid / High Dividends 5017 Electrical equipment, appliance, and component manufacturing 1982-2003 19
0 High Taxes Paid / High Dividends 5018 Transportation equipment 1982-1999 18
0 High Taxes Paid / High Dividends 6100 Wholesale (Total) 1982-2008 27
0 High Taxes Paid / High Dividends 6200 Retail (Total) 1982-2008 27
0 High Taxes Paid / High Dividends 7000 Transportation and warehouse (Total) 1982-2007 26
0 High Taxes Paid / High Dividends 8003 Business services 1982-1997 16
0 High Taxes Paid / High Dividends 8006 Broadcasting and telecommunications 1998-2008 11
0 High Taxes Paid / High Dividends 11000 Professional, scientific, and technical services 1998-2008 11
0 High Taxes Paid / High Dividends 13001 Administrative and support services 2006-2007 2
0 High Taxes Paid / High Dividends 17002 Food services and drinking places 2006 1
1 Low Union Decline / Low Taxes Paid 2000 Mining (Total) 1998-2003 6
1 Low Union Decline / Low Taxes Paid 2001 Metal mining 1982-1988 4
1 Low Union Decline / Low Taxes Paid 2002 Coal mining 1982-1984 3
1 Low Union Decline / Low Taxes Paid 2003 Oil and gas extraction 1986-1997 12
1 Low Union Decline / Low Taxes Paid 2004 Nonmetallic minerals, except fuels 1982-1995 13
1 Low Union Decline / Low Taxes Paid 4013 Stone, clay, and glass products 1982-1993 11
1 Low Union Decline / Low Taxes Paid 4020 Instruments and related products 1982-1997 13
1 Low Union Decline / Low Taxes Paid 5003 Textile mill products 1982-2008 27
1 Low Union Decline / Low Taxes Paid 5004 Apparel, Leather, and other textile products 1982-1988 7
1 Low Union Decline / Low Taxes Paid 5006 Lumber and wood products 1982-1995 10
1 Low Union Decline / Low Taxes Paid 5007 Paper and allied products 1982-1994 13
1 Low Union Decline / Low Taxes Paid 5008 Printing and publishing 1982-1983 2
1 Low Union Decline / Low Taxes Paid 5011 Rubber and miscellaneous plastics products 1982-1989 8
1 Low Union Decline / Low Taxes Paid 5012 Nonmetallic mineral product manufacturing 1998-2008 9
1 Low Union Decline / Low Taxes Paid 5013 Primary metal industries 1985-1988 4
1 Low Union Decline / Low Taxes Paid 5016 Computer and electronic product manufacturing 2001-2004 4
1 Low Union Decline / Low Taxes Paid 5019 Furniture & related product 1982-1991 9
1 Low Union Decline / Low Taxes Paid 8002 Personal services 1982-1997 16
1 Low Union Decline / Low Taxes Paid 8004 Auto repair, miscellaneous repair services 1982-1997 16
1 Low Union Decline / Low Taxes Paid 8005 Amusement and recreation services 1982-2008 24
1 Low Union Decline / Low Taxes Paid 8007 Motion picture and sound recording industries 1998-2008 11
1 Low Union Decline / Low Taxes Paid 8008 Information services and data processing services 1998-2008 11
1 Low Union Decline / Low Taxes Paid 13001 Administrative and support services 1998-2008 9
1 Low Union Decline / Low Taxes Paid 13002 Waste management & remediation services 1998-2008 11
1 Low Union Decline / Low Taxes Paid 14000 Educational services 1998-2008 11
1 Low Union Decline / Low Taxes Paid 15000 Health care and social assistance (Total) 1998-2008 11
1 Low Union Decline / Low Taxes Paid 17001 Accommodation 1982-2008 27
1 Low Union Decline / Low Taxes Paid 17002 Food services and drinking places 1998-2008 10
2 High Union Decline / Low Taxes Paid 2001 Metal mining 1984-1997 12
2 High Union Decline / Low Taxes Paid 2002 Coal mining 1985-1997 13
2 High Union Decline / Low Taxes Paid 2004 Nonmetallic minerals, except fuels 1994-1997 3
2 High Union Decline / Low Taxes Paid 4013 Stone, clay, and glass products 1991-1997 5
2 High Union Decline / Low Taxes Paid 4020 Instruments and related products 1996 1
2 High Union Decline / Low Taxes Paid 5001 Food, Beverage, and Tobacco manufacturing 2002-2004 3
2 High Union Decline / Low Taxes Paid 5004 Apparel, Leather, and other textile products 1989-2008 20
2 High Union Decline / Low Taxes Paid 5006 Lumber and wood products 1990-2008 17
2 High Union Decline / Low Taxes Paid 5007 Paper and allied products 1995-2008 14
2 High Union Decline / Low Taxes Paid 5011 Rubber and miscellaneous plastics products 1990-2008 19
2 High Union Decline / Low Taxes Paid 5012 Nonmetallic mineral product manufacturing 2003-2007 2
2 High Union Decline / Low Taxes Paid 5013 Primary metal industries 1990-2008 19
2 High Union Decline / Low Taxes Paid 5014 Fabricated metal products 1992-2008 16
2 High Union Decline / Low Taxes Paid 5015 Machinery, except electrical 1996-2008 10
2 High Union Decline / Low Taxes Paid 5017 Electrical equipment, appliance, and component manufacturing 1998-2008 8
2 High Union Decline / Low Taxes Paid 5018 Transportation equipment 2000-2008 9
2 High Union Decline / Low Taxes Paid 5019 Furniture & related product 1990-2008 18
2 High Union Decline / Low Taxes Paid 7000 Transportation and warehouse (Total) 2008 1
2 High Union Decline / Low Taxes Paid 8005 Amusement and recreation services 1998-2003 3