from last time: population and airport traffic gastner & newman: optimal design of spatial...

68
From last time: population and airport traffic Gastner & Newman: optimal design of spatial distribution networks et al: city population goes as the square root of an airport optimize for the mean distance a person has to travel to a facility, taking population density into account

Upload: ari-pitts

Post on 16-Dec-2015

216 views

Category:

Documents


1 download

TRANSCRIPT

From last time: population and airport trafficFrom last time: population and airport traffic

•Gastner & Newman: optimal design of spatial distribution networks

Colizza et al: city population goes as the square root of trafficthrough an airport

optimize for the mean distance a person has to travel to a facility, taking population density into account

GOLFING ALONE? ELITE COHESION AND

COMMUNITY SOCIAL CAPITAL, 1986-1998

GOLFING ALONE? ELITE COHESION AND

COMMUNITY SOCIAL CAPITAL, 1986-1998

Jerry Davis and Chris MarquisUniversity of Michigan

February 25, 2003

Social Pressures in Informal Groups (Festinger, Schachter, and Back, 1950)

Social Pressures in Informal Groups (Festinger, Schachter, and Back, 1950)

The origins of social networks: “What three people do you see most of socially?”

The origins of social networks: “What three people do you see most of socially?”

Networks and social constructionNetworks and social construction

“There are not usually compelling facts which can unequivocally settle the question of which attitude is wrong and which is right in connection with social opinions and attitudes as there are in the case of what might be called ‘facts’....The ‘reality’ which settles the question...is the degree to which others with whom one is in communication are believed to share these same attitudes and opinions,” which “tends to produce uniformity in the behavior of members”

Festinger, Schachter, and Back, 1950

BROWN SHOE

TWA

EMERSON ELECTRIC

ANHEUSER BUSCH

ENERGIZER

RALSTON PURINAMAY DEPARTMENTSTORES

AMEREN

FURNITURE BRANDS

Red arrows are execs of “sending” firm; blue lines are “neutral” directors

Bonus question: What do these firms have in common?

How are corporate boards like MIT student housing?How are corporate boards like MIT student housing?

How is Oakland like MIT student housing (ca. 1986)?How is Oakland like MIT student housing (ca. 1986)?

LONGS DRUG STORES INC

LONGS DRUG STORES CORP

WORLD AIRWAYS INC

VALLEY NATIONAL BANCORP

RUSS BERRIE & CO INC

WELLS FARGO & CO

LUCKY STORES INC

MILLS COLLEGE

TRANSWORLD BANCORP

GOLDEN WEST FINANCIAL CORP

PACIFICORP

PACIFIC TELECOM INC

COMDIAL CORP

EQUITEC FINANCIAL GROUP INC

PACO PHARMACEUTICAL SERVICES I

DREYER S GRAND ICE CREAM INC

GAP STORES INCFIRST INTERSTATE BANCORP

DATRON SYSTEMS INC

ALUMINUM CO OF AMERICA

ALLIED SIGNAL INC

TRANSAMERICA CORP

TEXAS EASTERN CORP

MOORE MCCORMACK RESOURCES INC

DIAMOND SHAMROCK CORP

CLOROX CO

BANKAMERICA CORP

AMERICAN PRESIDENT COMPANIES L

WITCO CORP

WITCO CHEMICAL CORP

ADVANCED GENETIC SCIENCES INC

How is Oakland like MIT student housing (ca. 2000)?How is Oakland like MIT student housing (ca. 2000)?

VIGNETTE CORP

POLICY MANAGEMENT SYSTEMS CORP

INTERNET SECURITY SYSTEMS INC DE

UNITED RETAIL GROUP INC

SHARED MEDICAL SYSTEMS CORP

FAIRFIELD COMMUNITIES INC

CAMBREX CORP

AUTOMATIC DATA PROCESSING INC

ASI SOLUTIONS INC

RUSS BERRIE & CO INC

GENOMIC SOLUTIONS INCAHT CORP DE

HEALTH SYSTEMS DESIGN CORP

PMI GROUP INC

NATIONAL ENDOWMENT FOR DEMOCRACY

AVATAR HOLDINGS INC

ABM INDUSTRIES INCGOLDEN WEST FINANCIAL CORP

VERSATA INC

SANGAMO BIOSCIENCES INCNORTHERN TRUST CORP

J M SMUCKER CO

HUNTINGTON BANCSHARES INC MD

DREYER S GRAND ICE CREAM INC

T R SYSTEMS INC

MEDIAPLEX INC

L90 INCDEPARTMENT 56 INC

CYLINK CORPCALIPER TECHNOLOGIES CORP

AUTOWEB COM INC

CYBERGOLD INC

USA NETWORKS INC

SEAGRAM CO LTD

RAYMOND JAMES FINANCIAL INC

PROTECTIVE LIFE CORPPAYLESS SHOESOURCE INC NEW

NORTHWEST AIRLINES CORP NEW

MILLIPORE CORP

MCKESSON HBOC INC

MATTEL INC

MARINE TRANSPORT CORP

KLA TENCOR CORP

IMPCO TECHNOLOGIES INC

HCA HEALTHCARE CO

DOLE FOOD CO INC

C R BARD INC

BEA SYSTEMS INC

ALZA CORPCLOROX CO

SIMPSON MANUFACTURING CO INC

CIVIC BANCORP

Why study board interlocks?Why study board interlocks?

“Finance capital, concentrated in a few hands and exercising a virtual monopoly, exacts enormous profits…tightens the grip of financial oligarchies and levies tribute upon the whole of society for the benefit of monopolists”

“The practice of interlocking directorates is the root of many evils. It offends laws human and divine....It is the most potent instrument of the Money Trust”

Research hypotheses (cf. Brandeis, 1914) Research hypotheses (cf. Brandeis, 1914)

Corporate America is overseen by a network of rich white men who all know each other and who coordinate their actions via bank boards

H1: Network

H2: Rich white men

H3: All know each other (“It’s a small world”)

H4: Bank boards

The JP Morgan Chase board’s tiesThe JP Morgan Chase board’s ties

Interlocking boards as a corporate elite networkInterlocking boards as a corporate elite network

•Shared directors (“interlocks”) are pervasive among large corporations

• Interlocks between firms are almost random WRT economic relations

• Almost no “horizontal” ties (among competitors)

• Very few “vertical” ties (~ 5% of firms have prospective buyer/supplier on board)

• Some VC ties; few bank-sent ties

•Where do interlocks come from?

How directors are recruitedHow directors are recruited

Board Compositions in 1986

American Express

Drew LewisHenry KissingerJames Robinson IIIRoss JohnsonVernon Jordan...............

UnionPacific

Drew LewisWilliam GrantDowning Jenks............

“Centrality” as an outcome of the director selection process

“Centrality” as an outcome of the director selection process

AMEX BOARD (1994)(partial membership)Armstrong, Anne L.Bowen, William G.Culver David M.Duncan, Charles W., Jr.Furlaud, Richard M.Greenough, Beverly SillsJohnson, F. RossKissinger, Henry A.Jordan, Vernon E., Jr.

Intl Flvrs

RH Macy

BoiseCascade

GM

Merck

Readers Digest

American Cyanamid

Panhandle Eastern

Chemical Bank

Coca Cola

Time Warner

Xerox

Sara LeeRyder System

United TechnologiesJC Penney Corning Bankers

Trust NewYork

ArcherDaniels

Natl SvcInds

CBS

FreeportMcMoRan

Halliburton

When (and how) do firms recruit “central” directors?When (and how) do firms recruit “central” directors?

•The firm is subject to investor scrutiny• Greater levels of ownership by financial institutions

• More “anti-management” shareholder proposals

•The firm is already central (more pathways for recruiting; better gossip available)

•The firm out-performs its industry (better learning opportunity)

•What does added centrality buy the firm?• Higher subsequent “admiration” by analysts & execs

• NO discernable effect on overall performance

Microsoft board before McLaughlin (11/99)Microsoft board before McLaughlin (11/99)

Microsoft board after McLaughlin (1/00)Microsoft board after McLaughlin (1/00)

Ten most central firms in the interlock network,1962-1982 (Eigenvector measure)

1962 1982JP MORGAN [59] AT&T [43]

CHASE MANHATTAN [54] JP MORGAN [48]

CHEMICAL BANK [57] CHASE MANHATTAN [43]

FIRST NATIONAL CITYBANK [52]

CITICORP [43]

SOUTHERN PACIFICRAILROAD [41]

IBM [38]

MELLON BANK [34] GENERAL FOODS [31]

MANUFACTURERSHANOVER [46]

CHEMICAL NY [38]

AT&T [37] BANKERS TRUST [39]

PENNSYLVANIARAILROAD [34]

MANUFACTURERSHANOVER [36]

BANKERS TRUST [45] MOBIL [28]

Numbers in parentheses are counts of interlock ties

Three possible networks: Regular, random, small world (from D. Watts)

Three possible networks: Regular, random, small world (from D. Watts)

Increasing randomnessp =0 p =1

Regular Small-world Random

Data and sample I: The Fortune 1000Data and sample I: The Fortune 1000

USFREIGHTWAYS CORP

UNITED STATIONERS INC

SPX CORP

STILWELL FINANCIAL INC

SCANA CORP

RENT A CENTER INC NEW

SIERRA PACIFIC RESOURCES

QUINTILES TRANSNATIONAL CORP

QUANTA SERVICES INC

PUGET ENERGY INC

TELEPHONE & DATA SYSTEMS INC DE

POPULAR INC

WHOLE FOODS MARKET INC

POLARIS INDUSTRIES INC

PHAR MOR INC

VALSPAR CORP

PEP BOYS MANNY MOE & J ACK

WILLAMETTE INDUSTRIES INC

ZIONS BANCORPORATION

WESTERN RESOURCES INC KS

ONEOK INC NEW

UNIVERSAL FOREST PRODUCTS INC

OLD KENT FINANCIAL CORP

NORTHEAST UTILITIES

NOBLE AFFILIATES INC

TRIGON HEALTHCARE INC

PERFORMANCE FOOD GROUP CO

NASH FINCH CO

REGIONS FINANCIAL CORP

MURPHY OIL CORP

PROVIDENT FINANCIAL GROUP INC

SAFECO CORP

PINNACLE WEST CAPITAL CORP

MERISEL INC

TYSON FOODS INC

MAXXAM INC

MAXTOR CORPMASTEC INC

MARK IV INDUSTRIES INC

WATSCO INC

RGS ENERGY GROUP INC

NATIONAL FUEL GAS CO

M&T BANK CORP

MARTIN MARIETTA MATERIALS INC

WM WRIGLEY JR CO

SERVICE MERCHANDISE CO INC

TORO CO

LENNOX INTERNATIONAL INC

SILGAN HOLDINGS INC

LANDSTAR SYSTEM INC

MICHAELS STORES INC

MICRON TECHNOLOGY INC

LA Z BOY INC

WEATHERFORD INTERNATIONAL INC NEW

OHIO CASUALTY CORP

LAM RESEARCH CORP

UNITRIN INC

W R GRACE & CO NEW

OGE ENERGY CORP

KERR MCGEE CORP

LSI LOGIC CORP

SOUTHWEST AIRLINES CO

JDS UNIPHASE CORP

TECH DATA CORP

JABIL CIRCUIT INC

PUBLIC SERVICE CO OF NEW MEXICO

INTERNATIONAL MULTIFOODS CORP

LIZ CLAIBORNE INC

RADIOSHACK CORP

KELLWOOD CO

PENTAIR INC

HUGHES SUPPLY INC

TECO ENERGY INC

HUB GROUP INC

MICROAGE INC

LANDS END INC

UNIVERSAL CORP

LANDAMERICA FINANCIAL GROUP INC

HAWAIIAN ELECTRIC INDUSTRIES INC

HARSCO CORP

PATHMARK STORES INC

MITCHELL ENERGY & DEVELOPMENT CORP

INTERSTATE BAKERIES CORP

VOLT INFORMATION SCIENCES INC

GREY GLOBAL GROUP INC

GREENPOINT FINANCIAL CORP

GREAT LAKES CHEMICAL CORP

LONGS DRUG STORES CORP

GRANITE CONSTRUCTION INC

GRAND UNION CO

POTOMAC ELECTRIC POWER CO

JONES APPAREL GROUP INC

SCHOLASTIC CORP

GEORGIA GULF CORP

WHX CORP

GENESIS HEALTH VENTURES INC

MDU RESOURCES GROUP INC

UNIFI INC

GENERAL CABLE CORP NEW

WILLIAMS SONOMA INC

FRONTIER OIL CORP WY

GOLDEN STATE BANCORP INC

FOAMEX INTERNATIONAL INC

FMC CORP

FLOWSERVE CORP

GENTEK INC

FISERV INC

YORK INTERNATIONAL CORP

FIRSTENERGY CORP

STANDARD PACIFIC CORP

FLEETWOOD ENTERPRISES INC

VECTREN CORP

PEOPLES ENERGY CORP

STARWOOD HOTELS & RESORTS WORLDWIDE

STAPLES INC

SEALED AIR CORP NEW

NEWPORT NEWS SHIPBUILDING INC

MODIS PROFESSIONAL SERVICES INC

STARBUCKS CORP

FEDERAL MOGUL CORP

W R BERKLEY CORP

LEHMAN BROTHERS HOLDINGS INC

QWEST COMMUNICATIONS INTERNATIONAL

INTERPUBLIC GROUP OF COS INC

EXPRESS SCRIPTS INC

EXIDE TECHNOLOGIES

SERVICEMASTER CO

IMC GLOBAL INC

PROTECTIVE LIFE CORP

OFFICE DEPOT INC

KINDER MORGAN INC NEW

ENTERASYS NETWORKS INC

QUALCOMM INC

IBP INC

GROUP 1 AUTOMOTIVE INC

MCN ENERGY GROUP INC

FURNITURE BRANDS INTERNATIONAL INC

EMCOR GROUP INC

PERKINELMER INC

PAYCHEX INC

NSTAR

EMC CORP

WASHINGTON MUTUAL INC

XCEL ENERGY INC

WALGREEN CO

ECOLAB INC

PITNEY BOWES INC

R R DONNELLEY & SONS CO

RUSSELL CORP

PAYLESS CASHWAYS INC

J B HUNT TRANSPORT SERVICES INC

TOWER AUTOMOTIVE INC

DURA AUTOMOTIVE SYSTEMS INC

SUPERVALU INC

UTILICORP UNITED INC

ITT INDUSTRIES INC

HARTFORD FINANCIAL SERVICES GROUP I

WHIRLPOOL CORP

PETSMART INC

DOVER CORP

DOLLAR TREE STORES INC

PACKAGING CORP OF AMERICA

DIMON INC

DIEBOLD INC

WALLACE COMPUTER SERVICES INC

TESORO PETROLEUM CORP

DEVON ENERGY CORP NEW

IMPERIAL SUGAR CO TX

UNITED AUTO GROUP INC

STANLEY WORKS

DELPHI AUTOMOTIVE SYSTEMS CORP

MANDALAY RESORT GROUP

DEL WEBB CORP

SNAP ON INC

HORMEL FOODS CORP

WENDY S INTERNATIONAL INC

SPORTS AUTHORITY INC

FIRST TENNESSEE NATIONAL CORP

DARDEN RESTAURANTS INC

TRANSMONTAIGNE INC

D & K HEALTHCARE RESOURCES INC

RELIANCE GROUP HOLDINGS INC

LINENS N THINGS INC

SOLUTIA INC

PACTIV CORP

NORDSTROM INC

SMITHFIELD FOODS INC

PHILIP MORRIS COS INC

NAVISTAR INTERNATIONAL CORP

JOHNSON CONTROLS INC

HEILIG MEYERS CO

DOMINION RESOURCES INC VA

CSK AUTO CORP

PPL CORP

LINCOLN NATIONAL CORP

CRESTLINE CAPITAL CORP

COVENTRY HEALTH CARE INC

COUNTRYWIDE CREDIT INDUSTRIES INC

EXPEDITORS INTERNATIONAL OF WASH IN

SMURFIT STONE CONTAINER CORP

PITTSTON CO

CORN PRODUCTS INTERNATIONAL INC

PRECISION CASTPARTS CORP

COOPER TIRE & RUBBER CO

TRINITY INDUSTRIES INC

LITTON INDUSTRIES INC

REYNOLDS & REYNOLDS CO

OXFORD HEALTH PLANS INCON SEMICONDUCTOR CORP

IT GROUP INC

HEALTH NET INC

MCCORMICK & CO INC

CONSTELLATION ENERGY GROUP INC

UNOVA INC

CONSOLIDATED FREIGHTWAYS CORP

PARKER HANNIFIN CORP

FISHER SCIENTIFIC INTERNATIONAL INC

CONSECO INC

JACK IN THE BOX INC DE

CONAGRA FOODS INC

COMPUWARE CORP

STORAGE TECHNOLOGY CORP

TOYS R US INC NEW

SYMBOL TECHNOLOGIES INC

PACIFICARE HEALTH SYSTEMS INC NEW

ELI LILLY & CO

SUNGARD DATA SYSTEMS INC

COMMERCIAL METALS CO

METALS USA INC

COMFORT SYSTEMS USA INC

DTE ENERGY CO

ENRON CORP OR

COMDISCO INC

NIKE INC

WESTPOINT STEVENS INC

GENUINE PARTS CO

POTLATCH CORP

CNF INC

WESCO INTERNATIONAL INC

STRYKER CORP

STEELCASE INC

GALILEO INTERNATIONAL INC

COMERICA INC

MATTEL INC

DOLLAR GENERAL CORP

PENN TRAFFIC CO

CKE RESTAURANTS INC

LYONDELL CHEMICAL CO

FORD MOTOR CO

DYNCORP

CINTAS CORP

STANDARD REGISTER CO

OWENS & MINOR INC NEW

HILLENBRAND INDUSTRIES INCWGL HOLDINGS INC

POLYONE CORP

CONTINENTAL AIRLINES INC

FEDERAL HOME LOAN MORTGAGE CORP

CHARTER ONE FINANCIAL INC

USA NETWORKS INC

CHARTER COMMUNICATIONS INC DE

RELIANT ENERGY INC

CHARLES SCHWAB CORP

USA EDUCATION INC

STANCORP FINANCIAL GROUP INC

PG&E CORP

CH2M HILL COMPANIES LTD

ZALE CORP

VIASYSTEMS GROUP INC

TEREX CORP

CDW COMPUTER CENTERS INC

UNIVERSAL HEALTH SERVICES INC

CLAYTON HOMES INC

CBRL GROUP INC

FIRST AMERICAN CORP

NORFOLK SOUTHERN CORP

ENTERGY CORP DE

TELLABS INC

STATER BROS HOLDINGS INC

RYLAND GROUP INC

KLA TENCOR CORP

CADENCE DESIGN SYSTEMS INC

TJ X COS INC

FIDELITY NATIONAL FINANCIAL INC

LEGG MASON INC

HARLEY DAVIDSON INC

CHARMING SHOPPES INC

NACCO INDUSTRIES INC

CARLISLE COMPANIES INC

BROWN FORMAN CORP

FIFTH THIRD BANCORP

CINERGY CORP

TXU CORP

PIER 1 IMPORTS INC

KOHL S CORP

INTERNATIONAL FLAVORS & FRAGRANCES

SPHERION CORP

NUCOR CORP

PRICELINE COM INC

ROADWAY CORP

NICOR INC

SPARTAN STORES INC

CHAMPION ENTERPRISES INC

MCKESSON CORP DE

INTEL CORP

WALT DISNEY CO NEW

ST PAUL COS INC

PACCAR INC

L 3 COMMUNICATIONS HOLDINGS INC

HEWLETT PACKARD CO

BOEING CO

TECUMSEH PRODUCTS CO

BMC SOFTWARE INC

RYDER SYSTEM INC

BRUNSWICK CORP

BLACK & DECKER CORP

NABORS INDUSTRIES INC

COOPER CAMERON CORP

BJ SERVICES CO

SEABOARD CORP

PENNZOIL QUAKER STATE CO

HOUSE2HOME INC

HON INDUSTRIES INC

BJ S WHOLESALE CLUB INC

LOUISIANA PACIFIC CORP

BIG LOTS INC

NORTHWESTERN CORP

CAREMARK RX INC

WACKENHUT CORP

ULTRAMAR DIAMOND SHAMROCK CORP

MILLENNIUM CHEMICALS INC

MERRILL LYNCH & CO INC

BETHLEHEM STEEL CORP

SHOPKO STORES INC

METRIS COS INC

BEST BUY CO INC

PETER KIEWIT SONS INC NEW

COSTCO WHOLESALE CORP DE

BURLINGTON RESOURCES INC

BERKSHIRE HATHAWAY INC NEW

BERGEN BRUNSWIG CORP

TARGET CORP

UNITED PARCEL SERVICE INC

TEXACO INC

SYNOVUS FINANCIAL CORP

SUNTRUST BANKS INC

LOCKHEED MARTIN CORP

DANA CORP

BURLINGTON INDUSTRIES INC

TEXAS INDUSTRIES INC

BELO CORP

TENET HEALTHCARE CORP

GUIDANT CORP

DELUXE CORP

COMPUTER SCIENCES CORP

BEAR STEARNS COS INC

BRM HOLDINGS INC

VIAD CORP

DILLARD S INC

BARNES & NOBLE INC

WESTERN DIGITAL CORP

RYERSON TULL INC NEW

BANTA CORP

TRANS WORLD ENTERTAINMENT CORP

BANKNORTH GROUP INC ME

COMPUTER ASSOCIATES INTERNATIONAL I

BANK UNITED CORP

USEC INC

TRICON GLOBAL RESTAURANTS INC

ROCKWELL INTERNATIONAL CORP NEW

MASCO CORPKELLY SERVICES INC

GOLDMAN SACHS GROUP INC

GENERAL MOTORS CORP

GENERAL MILLS INC

CMS ENERGY CORP

CARDINAL HEALTH INC

WESTVACO CORP

TIFFANY & CO

GPU INC

CSX CORP

COMCAST CORP

BOWATER INC

SYSCO CORP

SCI SYSTEMS INC

PROGRESS ENERGY INC

LOWE S COS INC

KNIGHT RIDDER INC

JOHN HANCOCK FINANCIAL SERVICES INC

HEALTH MANAGEMENT ASSOCIATES INC

FLOWERS FOODS INC EQUIFAX INC

YELLOW CORP

WABASH NATIONAL CORP

BALL CORP

OCCIDENTAL PETROLEUM CORP

UST INC

TIMKEN CO

PHILLIPS VAN HEUSEN CORP

NEIMAN MARCUS GROUP INC

KINDRED HEALTHCARE INC

AVON PRODUCTS INC

NATIONAL SERVICE INDUSTRIES INC

EATON CORP

NORTHROP GRUMMAN CORP NEW

DOLE FOOD CO INC

SONOCO PRODUCTS CO

REPUBLIC SERVICES INC

AUTONATION INC DESCHERING PLOUGH CORP

LOEWS CORP

GENTIVA HEALTH SERVICES INC

FIRST DATA CORP

CONVERGYS CORP

HOUSEHOLD INTERNATIONAL INC

AUTOLIV INC

TENNECO AUTOMOTIVE INC

PHARMACIA CORP DE

COCA COLA CO

BANK OF NEW YORK CO INC

UNION PACIFIC CORP

ASTORIA FINANCIAL CORP

WASHINGTON POST CO

REEBOK INTERNATIONAL LTD

PUBLIC SERVICE ENTERPRISE GROUP INC

MBNA CORP

HARRAH S ENTERTAINMENT INC

H & R BLOCK INC

ASHLAND INC

JOY GLOBAL INC

HARRIS CORP FLA

ARROW ELECTRONICS INC

WASTE MANAGEMENT INC NEW

THOMAS & BETTS CORP

MEAD CORP

GANNETT CO INC

CONEXANT SYSTEMS INC

BRIGHTPOINT INC

ARMSTRONG WORLD INDUSTRIES INC

COX COMMUNICATIONS INC DE

ARCHER DANIELS MIDLAND CO

WACHOVIA CORP NEW

TELEFLEX INC

READER S DIGEST ASSOCIATION INC

OMNICOM GROUP INC

FOOT LOCKER INC

ELECTRONIC ARTS INC

COMPAQ COMPUTER CORP

SOLECTRON CORP

CISCO SYSTEMS INC

PIONEER STANDARD ELECTRONICS INC

GOODYEAR TIRE & RUBBER CO

FERRO CORP

BORGWARNER INC

UNISYS CORP

SUMMIT BANCORP NJ

LABORATORY CORP OF AMERICA HOLDINGS

INGERSOLL RAND CO

ENGELHARD CORP

APPLERA CORP

ORACLE CORP DEMGM MIRAGE

GAP INC

APPLE COMPUTER INC

R J REYNOLDS TOBACCO HOLDINGS INC

APACHE CORP

W W GRAINGER INC

TRIBUNE CO

NISOURCE INC

MOLEX INC

AON CORP

PARK PLACE ENTERTAINMENT CORP

OAKWOOD HOMES CORPHILTON HOTELS CORP

ESTEE LAUDER COS INC

CENDANT CORP

LANIER WORLDWIDE INC

RITE AID CORP ANIXTER INTERNATIONAL INC

SBC COMMUNICATIONS INC

MAY DEPARTMENT STORES CO

LTV CORP

KEYSPAN CORP

JEFFERSON PILOT CORP

GENERAL ELECTRIC CO

FLUOR CORP NEW

EMERSON ELECTRIC CO

COCA COLA ENTERPRISES INC

ANHEUSER BUSCH COS INC

E TRADE GROUP INC

ANALOG DEVICES INC

SAFEGUARD SCIENTIFICS INC

FREEPORT MCMORAN COPPER & GOLD INC

ANADARKO PETROLEUM CORP

WEYERHAEUSER CO

TRIAD HOSPITALS INC

TRANSOCEAN SEDCO FOREX INC

QUORUM HEALTH GROUP INC

PRAXAIR INC

PEPSIAMERICAS INC NEW

MERITOR AUTOMOTIVE INC

INGRAM MICRO INCHERMAN MILLER INC

EL PASO CORP

DUN & BRADSTREET CORP DE NEW

AMSOUTH BANCORPORATION

VULCAN MATERIALS CO

TORCHMARK CORP

MICROSOFT CORP

KELLOGG CO

HARMAN INTERNATIONAL INDUSTRIES INC

BRINKER INTERNATIONAL INC

WALTER INDUSTRIES INC

SAFEWAY INC

PRIMEDIA INC

OWENS ILLINOIS INC

MONY GROUP INC

GILLETTE CO

FINOVA GROUP INC

DPL INC

BORDEN INC

AUTOZONE INC

AMPHENOL CORP

CROWN CORK & SEAL CO INC

AMKOR TECHNOLOGY INC

WELLS FARGO & CO NEW

AMGEN INC

AMES DEPT STORES INC

UGI CORP PA

HEALTHSOUTH CORP

CDI CORP

CIGNA CORP

MELLON FINANCIAL CORP

CENTEX CORP

SODEXHO MARRIOTT SERVICES INC

MANOR CARE INC NEW

IKON OFFICE SOLUTIONS INC

DANAHER CORP

CB RICHARD ELLIS SERVICES INC

CAPITAL ONE FINANCIAL CORP

AUTOMATIC DATA PROCESSING INC

AMERICAN MANAGEMENT SYSTEMS INC

EOG RESOURCES INC

CONSOLIDATED EDISON INC

CHEVRONTEXACO CORP

BAXTER INTERNATIONAL INC

AMERICAN INTERNATIONAL GROUP INC

WORLDCOM INC NEW

VERIZON COMMUNICATIONS INC

POLO RALPH LAUREN CORP

IMS HEALTH INC

HONEYWELL INTERNATIONAL INC

AMERICAN HOME PRODUCTS CORP

RPM INC

PROGRESSIVE CORP

OFFICEMAX INC

NEWELL RUBBERMAID INC

JO ANN STORES INC

APPLIED INDUSTRIAL TECHNOLOGIES INC

AMERICAN GREETINGS CORP

TRUE NORTH COMMUNICATIONS INC

PHILLIPS PETROLEUM CO

PAYLESS SHOESOURCE INC NEW

FRANKLIN RESOURCES INC

AMERICAN GENERAL CORP

CHIQUITA BRANDS INTERNATIONAL INC

AMERICAN FINANCIAL GROUP INC NEW

XEROX CORP

UNITED TECHNOLOGIES CORP

SARA LEE CORP REVLON INC

NEXTEL COMMUNICATIONS INC NEW

MERCK & CO INC

J C PENNEY CO INC

INTERNATIONAL BUSINESS MACHINES COR

DOW J ONES & CO INC

DELTA AIR LINES INC

CLEAR CHANNEL COMMUNICATIONS INC

CAMPBELL SOUP CO

BAUSCH & LOMB INC

AMERICAN EXPRESS CO

WILLIAMS COMPANIES INC

VALERO ENERGY CORP NEW

PFIZER INC

HALLIBURTON CO

PREMCOR USA INC

MOHAWK INDUSTRIES INC

LUBRIZOL CORP

LEAR CORP

AMERICAN AXLE & MANUFACTURING HLDGS

URS CORP

PHELPS DODGE CORP

NEWMONT MINING CORP

DEL MONTE FOODS CO

AMERICA WEST HOLDINGS CORP

US AIRWAYS GROUP INC

TRANS WORLD AIRLINES INC

RALSTON PURINA CO

MCLEODUSA INC

LEGGETT & PLATT INC

ENERGIZER HOLDINGS INC

BROWN SHOE CO INC

ANNTAYLOR STORES CORP

AMEREN CORP

WARNACO GROUP INC

UNITEDHEALTH GROUP INC

PEPSI BOTTLING GROUP INC

DIME BANCORP INC

CLOROX CO

BEVERLY ENTERPRISES INC NEW

BECTON DICKINSON & CO

ARAMARK CORP

AMERADA HESS CORP

VIACOM INC

SUN MICROSYSTEMS INC

FLEMING COS INC

AMAZON COM INC

FAIRCHILD SEMICONDUCTOR INTL INC

ALTERA CORP

WORTHINGTON INDUSTRIES INC

WINN DIXIE STORES INC

RUDDICK CORP

ROCK TENN CO

RAYONIER INC

GENERAL DYNAMICS CORP

DIAL CORP NEW

BELK INC

BANK OF AMERICA CORP

ALLTEL CORP

USG CORP

SPRINT CORP

SEARS ROEBUCK & CO

QUAKER OATS CO

MORGAN STANLEY DEAN WITTER & CO

MINNESOTA MINING & MANUFACTURING CO

KROGER CO

IMATION CORP

ILLINOIS TOOL WORKS INC

GATX CORP

FEDEX CORP

DYNEGY INC IL

DEAN FOODS CO

COOPER INDUSTRIES INC

COMMUNITY HEALTH SYSTEMS INC

CERIDIAN CORP NEW

CATERPILLAR INC

BELLSOUTH CORP

BAKER HUGHES INC

AOL TIME WARNER INC

ALLSTATE CORP

STATE STREET CORP

LIMITED INC

HASBRO INC

CABOT CORP

ALLMERICA FINANCIAL CORP

WYNDHAM INTERNATIONAL INC

UNITED RENTALS INC NEW

SEQUA CORP

SAKS INC

RAYTHEON CO NEW

ENCOMPASS SERVICES CORP

DUKE ENERGY CORP

COLLINS & AIKMAN CORP NEW

CHUBB CORP

CABLEVISION SYSTEMS CORP NEW

ALLIED WASTE INDUSTRIES INC

PRINCIPAL FINANCIAL GROUP INC

PPG INDUSTRIES INC

EASTMAN CHEMICAL CO

ALLIANT ENERGY CORP

PROVIDIAN FINANCIAL CORP

BECKMAN COULTER INC

ALLERGAN INC

UNION CARBIDE CORP NEW

SEMPRA ENERGY

PNC FINANCIAL SERVICES GROUP INC

NORTHWEST AIRLINES CORP NEW

MARSH & MCLENNAN COS INC

INTERNATIONAL PAPER CO

GOODRICH CORP

EQUITABLE RESOURCES INC

DQE

CRANE CO

BOSTON SCIENTIFIC CORP

AVERY DENNISON CORP

AMERICAN WATER WORKS CO INC

ALLEGHENY TECHNOLOGIES INC

BRISTOL MYERS SQUIBB CO

AVNET INC

ALLEGHENY ENERGY INC

UNOCAL CORP

TERADYNE INC

PROCTER & GAMBLE CO

PEPSICO INC

NEW YORK TIMES CO

NATIONAL CITY CORP

LUCENT TECHNOLOGIES INC

JOHNSON & JOHNSON

E I DU PONT DE NEMOURS & COCUMMINS INC

CONOCO INC

CITIGROUP INC

ALCOA INC

TEXTRON INC

TEKTRONIX INC

SERVICE CORP INTERNATIONAL

QUESTAR CORP

PSS WORLD MEDICAL INC

KEYCORP OHIO

BORDERS GROUP INC MI

ALBERTSON S INC

AVISTA CORP

ALASKA AIR GROUP INC

WISCONSIN ENERGY CORP

NIAGARA MOHAWK HOLDINGS INC

MILACRON INC

MARSHALL & ILSLEY CORP

HUBBELL INC

HOME DEPOT INC

HERSHEY FOODS CORP

GEORGIA PACIFIC CORP

EXXON MOBIL CORP

E W SCRIPPS CO OHBROADWING INC

AT&T CORP

AK STEEL HOLDING CORP

V F CORP

TEMPLE INLAND INC

SUNOCO INC

LEXMARK INTERNATIONAL INC

FOOTSTAR INC

CVS CORP

CIRCUIT CITY STORES INC

BOISE CASCADE CORP

AMERISOURCE HEALTH CORP

AMERICAN STANDARD COS INC

AIR PRODUCTS & CHEMICALS INC

SHERWIN WILLIAMS CO

AGCO CORP DE

TRW INC

SOUTHERN CO

CIT GROUP INC

APPLIED MATERIALS INC

AFLAC INC

UNUMPROVIDENT CORP

FEDERATED DEPARTMENT STORES INC NEW

EXELON CORP

ELECTRONIC DATA SYSTEMS CORP

DOW CHEMICAL CO

DELL COMPUTER CORP

COLGATE PALMOLIVE CO

CALPINE CORP

AMR CORP

AETNA INC PA

UAL CORP

THERMO ELECTRON CORP

ROHM & HAAS CO

MARRIOTT INTERNATIONAL INC NEW

HCA INC NEW

FLEETBOSTON FINANCIAL CORP

EASTMAN KODAK CO

AES CORP

WELLPOINT HEALTH NETWORKS INC NEW

WAL MART STORES INC

KMART CORP

ADVANTICA RESTAURANT GROUP INC

U S BANCORP DE

TEXAS INSTRUMENTS INC

KIMBERLY CLARK CORP

KB HOME

EDISON INTERNATIONAL

ADOLPH COORS CO

JACOBS ENGINEERING GROUP INC

ADMINISTAFF INC

FPL GROUP INC

ADELPHIA COMMUNICATIONS CORP

DST SYSTEMS INC

ADC TELECOMMUNICATIONS INC

GOLDEN WEST FINANCIAL CORP

ABM INDUSTRIES INC

BANK ONE CORP

AMERICAN ELECTRIC POWER CO INC

ABERCROMBIE & FITCH CO DE

OWENS CORNING

NORTHERN TRUST CORP

MOTOROLA INC

MCDONALD S CORP

MAYTAG CORP

MANPOWER INC

J P MORGAN CHASE & CO

HUMANA INC

HARCOURT GENERAL INC

DEERE & CO

CORNING INC

BURLINGTON NORTHERN SANTA FE CORP

ABBOTT LABORATORIES

QUEST DIAGNOSTICS INC

OSHKOSH TRUCK CORP

KENNAMETAL INC

BRIGGS & STRATTON CORP

A O SMITH CORP

SCIENTIFIC ATLANTA INC

SCIENCE APPLICATIONS INTERNATIONAL

POLAROID CORP

NCR CORP

CYPRESS SEMICONDUCTOR CORP

3COM CORP

Strong ties only, all public firmsStrong ties only, all public firms

WFS FINANCIAL INC

WESTCORP

YAHOO INC

WARWICK VALLEY TELEPHONE CO

WARWICK COMMUNITY BANCORP INC

VITRIA TECHNOLOGY INC

VIRAGE INC

WALGREEN CO

USG CORP

UNIVERSAL FOODS CORP

UNITEDGLOBALCOM INC

UNITED PAN EUROPE COMMUNICATIONS NV

UNISOURCE ENERGY CORP

UNILEVER PLC

WEBLINK WIRELESS INC

VIAD CORP

TRINITY INDUSTRIES INC

WISCONSIN CENTRAL TRANSPORTATION CO

TRANZ RAIL HOLDINGS LTD

WADDELL & REED FINANCIAL INC

TORCHMARK CORP

TOM BROWN INC

TMBR SHARP DRILLING INC

USBANCORP INC

THREE RIVERS BANCORP INC

TESSCO TECHNOLOGIES INC

TERRA NETWORKS SA

TELEFONICA SA

TELEFONICA OF ARGENTINA INC

TELEFONICA DEL PERU SAA

TRITON PCS HOLDINGS INC

TELECORP PCS INC

TD WATERHOUSE GROUP INC

TOTAL SYSTEM SERVICES INC

SYNOVUS FINANCIAL CORP

ZAPME CORP

VIASYSTEMS GROUP INC

W R BERKLEY CORP

STRATEGIC DISTRIBUTION INC

VENTANA MEDICAL SYSTEMS INC

U S FRANCHISE SYSTEMS INC NEW

STARWOOD HOTELS & RESORTS WORLDWIDE

STAPLES INC

ST JUDE MEDICAL INC

ZAPATA CORP

SPECIALTY EQUIPMENT COMPANIES INC

SPEEDWAY MOTORSPORTS INC

SONIC AUTOMOTIVE INC

SPECTRANETICS CORP

SOMNUS MEDICAL TECHNOLOGIES INC

VEECO INSTRUMENTS INC DE

VERSANT CORP

TIBCO SOFTWARE INC SOFTWARE COM INC

VENTIV HEALTH INC

SNYDER COMMUNICATIONS INC

VERISIGN INC

SMARTDISK CORP

SKYWEST INC

SKF INC

USA DETERGENTS INC

SHELLS SEAFOOD RESTAURANTS INC

SEQUA CORP

TRANSKARYOTIC THERAPIES INC

SCIENTIFIC LEARNING CORP

WESTINGHOUSE AIR BRAKE TECHNOLOGIES

SAKS INC

UNITED RETAIL GROUP INC

RUSS BERRIE & CO INC

TRANSWITCH CORP

TELAXIS COMMUNICATIONS CORP

RF MICRO DEVICES INC

REYNOLDS & REYNOLDS CO

SUNBEAM CORP NEW

SYNTROLEUM CORP

TRM CORP

RESOURCE AMERICA INC

RESEARCH INC

VENTAS INC

RES CARE INC KY

VIASAT INC

REMEC INC

RELIASTAR FINANCIAL CORP

WEIS MARKETS INC

REGENERON PHARMACEUTICALS INC

REED INTERNATIONAL PLC

SIGMA DESIGNS INC

READ RITE CORP

VENUS EXPLORATION INC

RANGE RESOURCES CORP

RIT TECHNOLOGIES LTD

RADWARE LTD

RADVISION LTD

RADCOM LTD

US ONCOLOGY INC

UNITED BREWERIES CO INC

QUINENCO SA

ZIONS BANCORPORATION

U S CONCRETE INC

QUANTA SERVICES INC

WASHINGTON MUTUAL INC

UTILX CORP

SAFECO CORP

PUGET SOUND ENERGY INC

WESTERN RESOURCES INC KS

TASTY BAKING CO

PRIMESOURCE CORP

PRICELINE COM INC

UNION CARBIDE CORP NEW

PUERTO RICAN CEMENT CO INC

POPULAR INC

U S AGGREGATES INC

POLYMER GROUP INC

SYBRON INTERNATIONAL CORP

PLAYTEX PRODUCTS INC

WEBVAN GROUP INC

PLANETRX COM INC

SYSCO CORP

SUN COMMUNITY BANCORP LTD

PINNACLE GLOBAL GROUP INC

QUORUM HEALTH GROUP INC

PHOENIX INVESTMENT PARTNERS LTD

SOUTHERN PERU COPPER CORP

PG&E CORP

SPINNAKER EXPLORATION CO

PETROLEUM GEO SERVICES ASA

SCP POOL CORP

PERFORMANCE FOOD GROUP CO

SOLUTIA INC

PENFORD CORP

PECO ENERGY CO

PAYCHEX INC

RHYTHMS NETCONNECTIONS INC

PJ AMERICA INC

PAPA JOHN S INTERNATIONAL INC

TENNECO AUTOMOTIVE INC

PACTIV CORP

PHILADELPHIA SUBURBAN CORP

P H GLATFELTER CO

SHAW INDUSTRIES INC

SAFEWAY INC

PROTECTION ONE INC

ONEOK INC NEW

STEELCASE INC

SOVEREIGN BANCORP INC

OLD GUARD GROUP INC

OAKWOOD HOMES CORP

TOMMY HILFIGER CORP

NOVEL DENIM HOLDINGS LTD

RAMSAY YOUTH SERVICES INC

NOVAMETRIX MEDICAL SYSTEMS INC

UPM KYMMENE OYJ

NOKIA CORP

NEXTLINK COMMUNICATIONS INC DE

NEXTEL PARTNERS INCNEXTEL COMMUNICATIONS INC NEW

PHILIP MORRIS COS INC

NEWFIELD EXPLORATION CO DE

PRIMARK CORP

SYMYX TECHNOLOGIES INC

PHYSIOMETRIX INC

ROGUE WAVE SOFTWARE INC

OPTION CARE INC

NEOPHARM INC

NEON SYSTEMS INC

SEQUOIA SOFTWARE CORP

NETRADIO CORP

NAVARRE CORP

PACIFIC SUNWEAR OF CALIFORNIA INC

NATURE CONSERVANCY

NATIVE AMERICAN RIGHTS FUND

POWERGEN PLC

NATIONAL WESTMINSTER BANK PLC

WACHOVIA CORP

TRICO MARINE SERVICES INC

SUPERIOR ENERGY SERVICES INC

NATIONAL OILWELL INC

WESTERN WIRELESS CORP

NATIONAL BUREAU OF ECONOMIC RESEARC

PRIME HOSPITALITY CORP

NATHAN S FAMOUS INC

PARLEX CORP

NASHUA CORP

NABISCO HOLDINGS CORP

NABISCO GROUP HOLDINGS CORP

TREMONT CORP DE

MUSICLAND STORES CORP

XM SATELLITE RADIO HOLDINGS INC

PANAMSAT CORP NEW

MOTIENT CORP

STATIA TERMINALS GROUP NV

MORTON S RESTAURANT GROUP INC

MORRISON MANAGEMENT SPECIALISTS INC

UNION PLANTERS CORP

MORGAN KEEGAN INC

TELLABS INC

MOLEX INC

OCULAR SCIENCES INC

MINIMED INC

SOCIETE EUROPEENNE DE COMMUNICATION

NETCOM AB

MODERN TIMES GROUP MTG AB

MILLICOM INTERNATIONAL CELLULAR SA

WMS INDUSTRIES INC

MIDWAY GAMES INC

MICRON TECHNOLOGY INC

MICRON ELECTRONICS INC

VOICESTREAM WIRELESS CORP DE

TELESYSTEM INTERNATIONAL WIRELESS I

MICROCELL TELECOMMUNICATIONS INC

MICRO LINEAR CORP

SCOTTISH ANNUITY & LIFE HOLDINGS LT

MICHAELS STORES INC

MIRAGE RESORTS INC

WATERS CORP NEW

METTLER TOLEDO INTERNATIONAL INC

MGM MIRAGE INC

METRO GOLDWYN MAYER INC NEW

NOVA CHEMICALS CORP

METHANEX CORP

WIRELESS FACILITIES INC

METAWAVE COMMUNICATIONS CORP

SIMIONE CENTRAL HOLDINGS INC

MESTEK INC

PEPSIAMERICAS INC

MESABA HOLDINGS INC

STORAGE TECHNOLOGY CORP

PROFESSIONALS GROUP INC

MEEMIC HOLDINGS INC

SPACEHAB INC

MEDIMMUNE INC

MECHANICAL TECHNOLOGY INC

MEAD CORP

ROGERS COMMUNICATIONS INC

MDC CORP INC

NEFF CORP

MASTEC INC

MCN ENERGY GROUP INC

MASCOTECH INC

WICOR INCMARSHALL & ILSLEY CORP

MARSH & MCLENNAN COS INC

SWITCHBOARD INC

ROYAL APPLIANCE MFG CO

MARKETING SPECIALISTS CORP

VERITAS DGC INC

MARINE DRILLING COS INC

MANOR CARE INC NEW

STUDENT ADVANTAGE INC

MAINSPRING INC

MAGNA ENTERTAINMENT CORP

MAGELLAN HEALTH SERVICES INC

MAGAININ PHARMACEUTICALS INC

WEBSTER FINANCIAL CORP

MACDERMID INC

LUND INTERNATIONAL HOLDINGS INC

QUINTILES TRANSNATIONAL CORP

LUMINEX CORP

LUMINANT WORLDWIDE CORP

SMITHKLINE BEECHAM PLC

RICHARDSON ELECTRONICS LTD

LTX CORP

TOSCO CORP

WATCHGUARD TECHNOLOGIES INC LOUDEYE TECHNOLOGIES INC

VOLVO CORP

LJL BIOSYSTEMS INC

LITTON INDUSTRIES INC

METROPOLITAN MUSEUM OF ARTLINCOLN CENTER FOR THE PERFORMING A

LIGHTSPAN INC

LIBERTY DIGITAL INC

ORACLE CORP DE

LIBERATE TECHNOLOGIES

LEXMARK INTERNATIONAL GROUP INC

RCN CORP

LENNOX INTERNATIONAL INC

LNR PROPERTY CORP

NETIQ CORP

LEGATO SYSTEMS INC

POSSIS MEDICAL INC

LECTEC CORP

PROGRESSIVE CORP

LECHTERS INC

LEAR CORP

LAYNE CHRISTENSEN CO

RELIANCE GROUP HOLDINGS INC

LANDAMERICA FINANCIAL GROUP INC

WIND RIVER SYSTEMS INC

TALISMAN ENERGY INC

LAIDLAW INC

RESPONSE ONCOLOGY INC

LABONE INC NEW

US SEARCH CORP COM

KUSHNER LOCKE CO

SEAGRAM CO LTD

KOOR INDUSTRIES LTD

KONINKLIJKE KPN NV

TNT POST GROEP NV

KLM ROYAL DUTCH AIRLINES

LAM RESEARCH CORP

KLA TENCOR CORP

OGLEBAY NORTON CO NEW

METRETEK TECHNOLOGIES INC

KEY ENERGY SERVICES INC

OCCIDENTAL PETROLEUM CORP

KAUFMAN & BROAD HOME CORP

MEXICAN MARITIME TRANSPORTATION

MAXWELL SHOE CO INCK SWISS INC

METROLOGIC INSTRUMENTS INC

JPM CO

JOHNSON CONTROLS INC

ST PAUL COS INC

JOHN NUVEEN CO

THERMO ELECTRON CORP

JOHN HANCOCK FINANCIAL SERVICES INC

KENNAMETAL INC

JLK DIRECT DISTRIBUTION INC

SMURFIT STONE CONTAINER CORP

JEFFERSON SMURFIT GROUP PLC

NATURAL WONDERS INC

IWERKS ENTERTAINMENT INC

IVILLAGE INC

MERIDIAN INSURANCE GROUP INC

IPALCO ENTERPRISES INC

MATRIX PHARMACEUTICAL INC

INVITROGEN CORP

SHERWIN WILLIAMS CO

NATIONAL CITY CORP

LAMSON & SESSIONS CO

LIMITED INC

INTIMATE BRANDS INC

JPS PACKAGING CO

RUBY TUESDAY INC

MEREDITH CORP

INTERNATIONAL MULTIFOODS CORP

MOVADO GROUP INC

INTERNATIONAL FLAVORS & FRAGRANCES

TOWNE SERVICES INC

NETZEE INC

INTERCEPT GROUP INC

MICROTEST INC

INTER TEL INC

MCKESSON HBOC INC

INTEL CORP

MAXCO INC

INTEGRAL VISION INC

SOURCE MEDIA INC

INSIGHT COMMUNICATIONS CO INC

TRACK DATA CORP DE

INNODATA CORP

PE CORP

TURNSTONE SYSTEMS INC

LATITUDE COMMUNICATIONS INC

WESTWOOD ONE INC

INFINITY BROADCASTING CORP NEW

VERITAS SOFTWARE CORP NEW

INDUSTRI MATEMATIK INTERNATIONAL CO

INDEPENDENCE COMMUNITY BANK CORP

NEUROGEN CORP

INCYTE GENOMICS INC

TORONTO DOMINION BANK

PETRO CANADA

INCO LTD

SONOSITE INC

IMMUNEX CORP WA

IMMUNE RESPONSE CORP

ILLINOIS TOOL WORKS INC

NET2PHONE INC

IDT CORP

TELIGENT INC

ICG COMMUNICATIONS INC

PICO HOLDINGS INC

HYPERFEED TECHNOLOGIES INC

M I SCHOTTENSTEIN HOMES INC

HUNTINGTON BANCSHARES INC MD

V I TECHNOLOGIES INC

MEDAREX INC

INHALE THERAPEUTIC SYSTEMS INC

PROTEIN DESIGN LABS INC

HUMAN GENOME SCIENCES INC

RPM INC

HUFFY CORP

KEYSPAN CORP

HOUSTON EXPLORATION CO

HOUSEHOLD INTERNATIONAL INC

TICKETMASTER ONLINE CITYSEARCH INC

HOTEL RESERVATIONS NETWORK INC

MIDAMERICAN ENERGY HOLDINGS CO NEW

HOMESERVICES COM INC

HON INDUSTRIES INC

HOME DEPOT INC

VERTEX PHARMACEUTICALS INC

HOLOGIC INC

RETEK INC

HNC SOFTWARE INC

US AIRWAYS GROUP INC

HILTON HOTELS CORP

PXRE GROUP LTD

OPEN PLAN SYSTEMS INC

HILB ROGAL & HAMILTON CO

TIDEWATER INC

INSILICON CORP

HI FN INC

XTRA CORP

UNUMPROVIDENT CORP

HERMAN MILLER INC

PULITZER INC

HEARST ARGYLE TELEVISION INC

HEALTHCARE COM CORP

HEADHUNTER NET INC

RAYONIER INC

HARTFORD LIFE INC

HARTFORD FINANCIAL SERVICES GROUP I

RYDER SYSTEM INC

RANDGOLD & EXPLORATION CO LTD

HARMONY GOLD MINING CO LTD

NEIMAN MARCUS GROUP INC

PETSMART INC

HOUGHTON MIFFLIN CO

HANNAFORD BROS CO

HAUSER INC

HAMPSHIRE GROUP LTD

WEATHERFORD INTERNATIONAL INC NEW

GULFMARK OFFSHORE INC

GULF INDONESIA RESOURCES LTD

GULF CANADA RESOURCES LTD

GUILFORD PHARMACEUTICALS INC

GRUPO TELEVISA SA

ICA CORP HOLDING CO

GRUPO INDUSTRIAL MASECA SA DE CV GI

GRUMA SA DE CV

RADIO UNICA COMMUNICATIONS CORP

LENNAR CORP

GRUBB & ELLIS CO

GROUP 1 SOFTWARE INC NEW

OSCA INC

OCTEL CORP

GREAT LAKES CHEMICAL CORP

GRANITE CONSTRUCTION INC

SURMODICS INC

GRACO INC

HERSHEY FOODS CORP

GPU INC

WILLIAMS SONOMA INC

GOOD GUYS INC

REVLON INC

PANAVISION INC

GLOBESPAN INC

PRIMUS TELECOMMUNICATIONS GROUP INCGLOBECOMM SYSTEMS INC

LORAL SPACE & COMMUNICATIONS LTD

GLOBALSTAR TELECOMMUNICATIONS LTD

GLOBAL VACATION GROUP INC

NOBLE DRILLING CORP

GLOBAL INDUSTRIES LTD

NATIONAL EQUIPMENT SERVICES INC

GLOBAL IMAGING SYSTEMS INC

VALUE AMERICA INC

GLOBAL CROSSING LTD

SWISS ARMY BRANDS INC

GLENAYRE TECHNOLOGIES INC

GLAXO WELLCOME PLC

GILAT SATELLITE NETWORKS LTD

GILAT COMMUNICATIONS LTD

MARK IV INDUSTRIES INC

GIBRALTAR STEEL CORP

GETTY REALTY CORP MD

GETTY PETROLEUM MARKETING INC

GEORGIA PACIFIC CORP

MARRIOTT INTERNATIONAL INC NEW

GENERAL MOTORS CORP

TARGET CORP

GENERAL MILLS INC

NBC INTERNET INC

TRIMERIS INC

GENZYME CORP

GELTEX PHARMACEUTICALS INC

QUANEX CORP

GARDNER DENVER INC

WILSONS THE LEATHER EXPERTS INC

LAKES GAMING INC

G III APPAREL GROUP LTD

SMITH INTERNATIONAL INC

FRONTIER OIL CORP WY

HCC INSURANCE HOLDINGS INC

FRESH DEL MONTE PRODUCE INC

SIZZLER INTERNATIONAL INC

FRESH CHOICE INC

TANDYCRAFTS INC

FRESH AMERICA CORP

RIO TINTO PLC

MCMORAN EXPLORATION CO

FREEPORT MCMORAN COPPER & GOLD INC

PUBLIC SERVICE ENTERPRISE GROUP INC

FOSTER WHEELER CORP

LANDAIR CORP

FORWARD AIR CORP

ULTRAMAR DIAMOND SHAMROCK CORP

FORT JAMES CORP

MAGIC SOFTWARE ENTERPRISES LTD

FORSOFT LTD

FORMULA SYSTEMS 1985 LTD

QWEST COMMUNICATIONS INTERNATIONAL

FOREST OIL CORP

HERTZ CORP

FORD MOTOR CO

WALLACE COMPUTER SERVICES INC

RURAL CELLULAR CORP

FLUOR CORP

KEEBLER FOODS CO

FLOWERS INDUSTRIES INC

SAMSONITE CORP FL

FLORSHEIM GROUP INC

PATRIOT TRANSPORTATION HOLDING INC

ST JOE CO

FLORIDA EAST COAST INDUSTRIES INC

FLETCHER CHALLENGE PAPER

FLETCHER CHALLENGE FORESTS

FLETCHER CHALLENGE ENERGY

FLETCHER CHALLENGE BUILDING

WHITMAN CORP NEW

MIDAS INC

FLEMING COS INC

RAYTHEON CO NEW

NSTAR

LIBERTY FINANCIAL COS INC NEW

HARCOURT GENERAL INC

GENERAL CHEMICAL GROUP INC

MGIC INVESTMENT CORP

FISERV INC

MIDLAND CO

FIRSTAR CORP NEW

MURPHY OIL CORP

FLORIDA ROCK INDUSTRIES INC

HARRAH S ENTERTAINMENT INC

FIRST TENNESSEE NATIONAL CORP

MIDDLESEX WATER CO

FIRST SENTINEL BANCORP INC

SOMERSET GROUP INC

FIRST INDIANA CORP

OHIO CASUALTY CORP

FIRST FINANCIAL BANCORP OHIO

WALTER INDUSTRIES INC

FINOVA GROUP INC

TOYS R US INC NEW

ROUSE CO

FINLAY ENTERPRISES INC

NEUROBIOLOGICAL TECHNOLOGIES INC

PARKER HANNIFIN CORP

FERRO CORP

WALT DISNEY CO NEW

SUN MICROSYSTEMS INC

ROBERT MONDAVI CORP

FEDEX CORP

ROHM & HAAS CO

FEDERATED DEPARTMENT STORES INC NEW

WASTE MANAGEMENT INC NEW

PER SE TECHNOLOGIES INC

FEDERAL MOGUL CORP

FANNIE MAE

FRIEDMAN S INC

EZCORP INC

SYBASE INC

RAMP NETWORKS INC

PINNACLE SYSTEMS INC CA

EXODUS COMMUNICATIONS INC

IKOS SYSTEMS INC

EVANS & SUTHERLAND COMPUTER CORP

ESTEE LAUDER COS INC

ORAPHARMA INC

ESPERION THERAPEUTICS INC

SOUTHERN CO

NATIONAL SERVICE INDUSTRIES INC

EPLUS INC

ISIS PHARMACEUTICALS INC

EPIX MEDICAL INC

JACKPOT ENTERPRISES INC

ENHANCE FINANCIAL SERVICES GROUP IN

VULCAN MATERIALS CO

TERRA INDUSTRIES INC

SUMMIT BANCORP NJ

SCIENTIFIC ATLANTA INC

PEPSI BOTTLING GROUP INC

ENGELHARD CORP

SOUTHTRUST CORP

ENERGEN CORP

KEMET CORP

ENCAD INC

FURNITURE BRANDS INTERNATIONAL INC

EMCO LTD

TROY GROUP INC

ELTRAX SYSTEMS INC

SUPER SOL LTD

PEPSICO INC

HALLIBURTON CO

ELECTRONIC DATA SYSTEMS CORP

PSC INC

ELECTRIC FUEL CORP

ELRON ELECTRONIC INDUSTRIES LTD

ELSCINT LTD

ELBIT MEDICAL IMAGING LTD

ELBIT SYSTEMS LTD

ELBIT LTD

TROPICAL SPORTSWEAR INTERNATIONAL C

ELAMEX SA DE CV

NORTHERN STATES POWER CO MN

ECOLAB INC

INFORMIX CORP

ECHELON CORP

TECH SYM CORP

ECC INTERNATIONAL CORP

PITNEY BOWES INC

EATON CORP

POWERTEL INC

ITC DELTACOM INC

EARTHLINK INC

TICKETS COM INC

E TRADE GROUP INC

WELLS FARGO & CO NEW

PIVOTAL CORP

E PIPHANY INC

PARLUX FRAGRANCES INC

E COM VENTURES INC

ENCORE MEDICAL CORP

DUSA PHARMACEUTICALS INC

JOHN WILEY & SONS INC

DUN & BRADSTREET CORP NEW

FIRST UNION CORP

PLUG POWER INC

DTE ENERGY CO

KANSAS CITY SOUTHERN INDUSTRIES INC

DST SYSTEMS INC

SUPERVALU INC

DQE

WHIRLPOOL CORP

SAFETY KLEEN CORP DE

RPC INC

ROLLINS TRUCK LEASING CORP

ROLLINS INC

MATLACK SYSTEMS INC

DOVER DOWNS ENTERTAINMENT INC

INTERNET SECURITY SYSTEMS INC DE

DOUBLECLICK INC

U S BANCORP DE

JOSTENS INC

DONALDSON CO INC

HIBBETT SPORTING GOODS INC

DOLLAR TREE STORES INC

DOLLAR GENERAL CORP

ESHARE TECHNOLOGIES INC

DIVINE INTERVENTURES INC

SPLASH TECHNOLOGY HOLDINGS INC

DITECH COMMUNICATIONS CORP

MOLECULAR DEVICES CORP

DIONEX CORP

NATIONAL INFORMATION CONSORTIUM INC

DIGITAS INC

TUT SYSTEMS INC

QUANTUM CORP

DIGITAL IMPACT INC DE

DIGEX INC NEW

TIMKEN CO

NEW ERA OF NETWORKS INC

DIAMOND TECHNOLOGY PARTNERS INC

UNITED ASSET MANAGEMENT CORP

DIAL CORP NEW

NORTHERN TRUST CORP

DEVRY INC

MAPICS INC

DENDRITE INTERNATIONAL INC

PARADYNE NETWORKS INC

FIRST UNITED BANCSHARES INC ARKANSA

DELTIC TIMBER CORP

DELTATHREE COM INC

PITTSTON CODELTA AIR LINES INC

DELPHI INTERNATIONAL LTD

DELPHI FINANCIAL GROUP INC

GENERAL ELECTRIC CO

DELPHI AUTOMOTIVE SYSTEMS CORP

TITAN INTERNATIONAL INC

DELCO REMY INTERNATIONAL INC

SNAP ON INC

MAGNA INTERNATIONAL INC

DECOMA INTERNATIONAL INC

DATA RESEARCH ASSOCIATES INCINTEGRATED MEASUREMENT SYSTEMS INC

DATA I O CORP

MARKETWATCH COM INC

DATA BROADCASTING CORP

WESCO INTERNATIONAL INC

DANKA BUSINESS SYSTEMS PLC

TEXACO INC

DANA CORP

TCF FINANCIAL CORP

DAMARK INTERNATIONAL INC

PFSWEB INC

DAISYTEK INTERNATIONAL CORP

UNITEDHEALTH GROUP INC

DAIN RAUSCHER CORP

DAIMLERCHRYSLER AG

GEORGIA GULF CORP

CYTEC INDUSTRIES INC

SYMBOL TECHNOLOGIES INC

SEGUE SOFTWARE INC

FRANKLIN ELECTRONIC PUBLISHERS INC

CYLINK CORP

ICOS CORP

CYGNUS INC DE

FIRST DATA CORP

FOOTSTAR INC

CVS CORP

PRIMEX TECHNOLOGIES INC

CURTISS WRIGHT CORP

YORK INTERNATIONAL CORP

TWIN DISC INC

GLOBAL MARINE INC

CUNO INC

IRWIN FINANCIAL CORP

WYNDHAM INTERNATIONAL INC

GENTEK INC

CTC COMMUNICATIONS GROUP INC

UTILICORP UNITED INC

CROWN MEDIA HOLDINGS INC

CYPRESS COMMUNICATIONS INC

CROWN CASTLE INTERNATIONAL CORP

NEWBRIDGE NETWORKS CORP

CROSSKEYS SYSTEMS CORP

NEWMONT MINING CORP

IRSA INVERSIONES & REPRESENTACIONES

CRESUD SACIF Y A

XILINX INC

CREDENCE SYSTEMS CORP

FLOW INTERNATIONAL CORP

CRAY INC

OXFORD INDUSTRIES INC

GENUINE PARTS CO

CRAWFORD & CO

S1 CORP DE

HUTTIG BUILDING PRODUCTS INC

HEXCEL CORP

CRANE CO

READING ENTERTAINMENT INC

CRAIG CORP

COX RADIO INC

COX COMMUNICATIONS INC DE

PHYCOR INC

HEALTHEXTRAS INC

COVENTRY HEALTH CARE INC

COVANCE INC

WESLEY JESSEN VISIONCARE INC

CORPORATE EXECUTIVE BOARD CO

NTL INC NEW

CORECOMM LTD

COR THERAPEUTICS INC

WASHINGTON GAS LIGHT COCONVERGYS CORP

CONVERGENT COMMUNICATIONS INC

GANNETT CO INC

FIRSTWORLD COMMUNICATIONS INC

MERCANTILE BANKSHARES CORP

MCCORMICK & CO INC

CONSTELLATION ENERGY GROUP INC

TUCKER ANTHONY SUTRO

STANLEY FURNITURE CO INC

NATIONAL DENTEX CORP

METRIS COS INC

FISHER SCIENTIFIC INTERNATIONAL INC

COTT CORP CN CONSECO INC

GERON CORP

CONNETICS CORP

VALMONT INDUSTRIES INC

LEVEL 3 COMMUNICATIONS INC

CONAGRA INC

WOLVERINE WORLD WIDE INC

COMSHARE INC

LOCKHEED MARTIN CORP

COMSAT CORP

VALHI INC

TITANIUM METALS CORP

N L INDUSTRIES INC

KEYSTONE CONSOLIDATED INDUSTRIES IN

COMPX INTERNATIONAL INC

DIEBOLD INC

COMPUTER TASK GROUP INC

SANCHEZ COMPUTER ASSOCIATES INC

DOCUCORP INTERNATIONAL INC

COMPUCOM SYSTEMS INC

SAGENT TECHNOLOGY INC

PERSISTENCE SOFTWARE INC

INTRAWARE INC

COMMERCE ONE INC

KANSAS CITY POWER & LIGHT CO

COMMERCE BANCSHARES INC

FOMENTO ECONOMICO MEXICANO SA DE CV

COCA COLA FEMSA SA DE CV

COCA COLA ENTERPRISES INC

TEXAS INDUSTRIES INC

CNF TRANSPORTATION INC

LOEWS CORP

CNA FINANCIAL CORP

SCHLUMBERGER LTD

CMS ENERGY CORP

ENGAGE INC

CMGI INC

MATTEL INC

CLOROX CO

HAYES LEMMERZ INTERNATIONAL INC

CLEVELAND CLIFFS INC

HIBERNIA CORP

CLECO CORP NEW

FIDELITY NATIONAL FINANCIAL INC

CORSAIR COMMUNICATIONS INC

CITRIX SYSTEMS INC

WOLOHAN LUMBER CO

CITIZENS BANKING CORP

VICORP RESTAURANTS INC

TIME WARNER INC NEW

E I DU PONT DE NEMOURS & CO

CUMMINS ENGINE CO INC

NETWORK APPLIANCE INC

CISCO SYSTEMS INC

NOVELLUS SYSTEMS INC

CIRRUS LOGIC INC

V F CORP

CIRCUIT CITY STORES INC

WATTS INDUSTRIES INC

CIRCOR INTERNATIONAL INC

CINTAS CORP

FIFTH THIRD BANCORP

CINERGY CORP

CINCINNATI FINANCIAL CORP

QUIDEL CORP

CHROMAVISION MEDICAL SYSTEMS INC

UNITED TELEVISION INC

CHRIS CRAFT INDUSTRIES INC

PACIFICARE HEALTH SYSTEMS INC NEW

CHOLESTECH CORP

TBC CORP

CHOICE HOTELS INTERNATIONAL INC NEW

MODINE MANUFACTURING CO

CHICAGO BRIDGE & IRON CO NV

CHEVRON CORP

SUNTRUST BANKS INC

CHEMICAL FINANCIAL CORP

PICCADILLY CAFETERIAS INC

ENTERGY CORP DE

CHEMFIRST INC

OMNICARE INC

CHEMED CORP

GIANT GROUP LTD

CKE RESTAURANTS INCCHECKERS DRIVE IN RESTAURANTS INCDEERE & CO

SUNOCO INC

CHASE INDUSTRIES INC

USA NETWORKS INC

HIGH SPEED ACCESS CORP

GAYLORD ENTERTAINMENT CO NEW

CHARTER COMMUNICATIONS INC DE

VODAFONE GROUP PLC NEW

U S TRUST CORP NEW

CHARLES SCHWAB CORP

FLEETBOSTON FINANCIAL CORPCHAMPION INTERNATIONAL CORP

CHAMPION INDUSTRIES INC

SILICON GRAPHICS INC

LUMISYS INC

JUNIPER NETWORKS INC

HEALTHEON WEBMD CORP NEW

COM21 INC

CHALONE WINE GROUP LTD

DOW CHEMICAL CO

CERNER CORP

UNIVERSAL AMERICAN FINANCIAL CORP

HIGHLANDS INSURANCE GROUP INC

CERES GROUP INC

PINNACLE WEST CAPITAL CORP

CENTRAL NEWSPAPERS INC

RSL COMMUNICATIONS LTD

CENTRAL EUROPEAN MEDIA ENTERPRISES

ELCOR CORP

CENTEX CORP

CENTEX CONSTRUCTION PRODUCTS INC

TEKTRONIX INC

CENTERSPAN COMMUNICATIONS CORP

TRILATERAL COMMISSION, N.A.

CENTER FOR STRATEGIC AND INTERNATIO

SPECTRASITE HOLDINGS INC

CENTENNIAL COMMUNICATIONS CORP NEW

OBIE MEDIA CORP

CENTENNIAL BANCORP

NEORX CORP WASHINGTON

CELLEGY PHARMACEUTICALS INC

SYMMETRICOM INC

CELERITEK INC

HOECHST AG

CELANESE AG

NORTHWEST AIRLINES CORP NEW

CB RICHARD ELLIS SERVICES INC

TEXAS INSTRUMENTS INC

CATERPILLAR INC

CATALYTICA INC

PHAR MOR INC

CARSON INC

R&B FALCON CORP

CARRIZO OIL & GAS INC

SUNRISE TECHNOLOGIES INTERNATIONAL

CARRINGTON LABORATORIES INC

LIBERTY CORP

CAROLINA POWER & LIGHT CO

ROPER INDUSTRIES INC

CARLISLE COMPANIES INC

INFORMATION HOLDINGS INC

CARIBINER INTERNATIONAL INC

CROMPTON CORP

CAREMARK RX INC

MEDICAL MANAGER CORP NEW

CAREINSITE INC

KERR MCGEE CORP

CARBO CERAMICS INC

PALM HARBOR HOMES INC

ENCORE WIRE CORP

CAPITAL SOUTHWEST CORP

M & F WORLDWIDE CORP

CANTEL MEDICAL CORP

WESTCOAST ENERGY INC

CANADIAN IMPERIAL BANK OF COMMERCE

CAMPBELL SOUP CO

SAFEGUARD SCIENTIFICS INC

INTERNET CAPITAL GROUP INC

CAMBRIDGE TECHNOLOGY PARTNERS MA IN

ENZON INC

CHURCH & DWIGHT CO INC

CAMBREX CORP

RAINBOW TECHNOLOGIES INC

CAM COMMERCE SOLUTIONS INC

XEROX CORP

CALLAWAY GOLF CO

GOLDEN STATE BANCORP INC

CALIFORNIA FEDERAL BANK FSB

DREXLER TECHNOLOGY CORP

CALIFORNIA AMPLIFIER INC

SYLVAN LEARNING SYSTEMS INC

CALIBER LEARNING NETWORK INC

INTERMEDIA COMMUNICATIONS INC

CAIS INTERNET INC

CHESAPEAKE CORP

CADMUS COMMUNICATIONS CORP

ROWAN COS INC

IONICS INC

CABOT OIL & GAS CORP

CABLE & WIRELESS PLC

CABLE & WIRELESS HKT LTD

WEST PHARMACEUTICAL SERVICES INC

C R BARD INC

NICOR INC

BWAY CORP

OLD KENT FINANCIAL CORP

BUTTERWORTH HOSPITAL DBA SPECTRUM H

DYNAMICS RESEARCH CORP

BURR BROWN CORP

KROGER CO

BURLINGTON RESOURCES INC

VANS INC

BUILDING MATERIALS HOLDING CORP

PACKAGING CORP OF AMERICA

BUCKEYE TECHNOLOGIES INC

M A HANNA CO

LUBRIZOL CORP

BRUSH WELLMAN INC

GARTNER GROUP INC

COMPAQ COMPUTER CORP

ROCK TENN CO

BROWN & BROWN INC

INTERSPEED INC

BROOKTROUT INC

NEWS CORP LTD

FOX ENTERTAINMENT GROUP INC

BRITISH SKY BROADCASTING GROUP PLC

CHOICEPOINT INC

MOTOROLA INC

BP AMOCO PLC

DPL INC

DEL WEBB CORP

BOYD GAMING CORP

SHIRE PHARMACEUTICALS GROUP PLC

BORON LEPORE & ASSOCIATES INC

PERRIGO CO

GART SPORTS CO

COLE NATIONAL CORP

BORDERS GROUP INC MI

BOEING CO

THEGLOBE COM INC

BLUESTONE SOFTWARE INC

NEOFORMA COM INC

BLUE RHINO CORP

VIACOM INC

BLOCKBUSTER INC

EPICOR SOFTWARE CORP

BLAZE SOFTWARE INC

EQUITABLE RESOURCES INC

BLACKROCK INC DE

BRUNSWICK CORP

BLACK & DECKER CORP

HOMEBASE INC

CLEAN HARBORS INC

BJ S WHOLESALE CLUB INC

NAVISTAR INTERNATIONAL CORP

CSX CORP

BIRMINGHAM STEEL CORP

GRUPO ELEKTRA SA DE CV

BIPER SA DE CV

VITAL SIGNS INC

BIONX IMPLANTS INC

PEREGRINE SYSTEMS INC

BINDVIEW DEVELOPMENT CORP

PRIORITY HEALTHCARE CORP

MARSH SUPERMARKETS INCBINDLEY WESTERN INDUSTRIES INC

RIGHT START INC

BIG DOG HOLDINGS INC

CYBERSOURCE CORP

CLICK2LEARN COM INC

BEYOND COM CORP

WACKENHUT CORRECTIONS CORP

WACKENHUT CORP

MILLENNIUM CHEMICALS INC

BETHLEHEM STEEL CORP

ST. LUKE'S-ROOSEVELT HOSPITAL CENTE

BETH ISRAEL MEDICAL CENTER

CORN PRODUCTS INTERNATIONAL INC

BESTFOODS

R G BARRY CORP

BERNARD CHAUS INC

BERLITZ INTERNATIONAL INC

YANKEE CANDLE CO INC

OXFORD HEALTH PLANS INC

DENBURY RESOURCES INC

CONTINENTAL AIRLINES INC

VALSPAR CORP

BEMIS CO INC

FPL GROUP INC

BELLSOUTH CORP

WILLIAMS COMMUNICATIONS GROUP INC

RIO ALGOM LTD

GOLDEN TELECOM INC

GLOBAL TELESYSTEMS GROUP INC

CABLE & WIRELESS COMMUNICATIONS PLC

MAY DEPARTMENT STORES CO

EXXON MOBIL CORP

BEI TECHNOLOGIES INC

BEI MEDICAL SYSTEMS CO INC

HAGGAR CORP

BEAUTICONTROL COSMETICS INC

SKILLSOFT CORPBEA SYSTEMS INC

NET GENESIS CORP

BE FREE INC

NORTEL NETWORKS CORP

MOORE CORP LTD

CGI GROUP INC

BELL CANADA INTERNATIONAL INC

BCE INC

CYTYC CORP

BAXTER INTERNATIONAL INC

OMNICOM GROUP INC

BAUSCH & LOMB INC

POTASH CORP OF SASKATCHEWAN INC

BATTLE MOUNTAIN GOLD CO

TRIZEC HAHN CORP

BARRICK GOLD CORP

BARNESANDNOBLE COM INC

BARNES & NOBLE INC

CLAYTON HOMES INC

BANKFIRST CORP

WISCONSIN ENERGY CORP

WEYCO GROUP INC

SARA LEE CORP

MIDWEST EXPRESS HOLDINGS INC

MASCO CORP

KELLY SERVICES INC

BRIGGS & STRATTON CORP

BANK ONE CORP

UNIONBANCAL CORP

BANK OF TOKYO MITSUBISHI LTD

SCHERING PLOUGH CORP

BANK OF NEW YORK CO INC

PREMDOR INC

SONOCO PRODUCTS CO

RUDDICK CORP

LOWE S COS INC

LANCE INC

BASSETT FURNITURE INDUSTRIES INC

SANTANDER BANCORP

BANCO SANTANDER PUERTO RICO

VESTA INSURANCE GROUP INC

HEALTHSOUTH CORP

BANC CORP

PARK PLACE ENTERTAINMENT CORP

BALLY TOTAL FITNESS HOLDING CORP

FIRST MERCHANTS CORP

BALL CORP

MESA AIR GROUP INC

BALDWIN PIANO & ORGAN CO

UNOVA INC

BAKER HUGHES INC

NACCO INDUSTRIES INC

B F GOODRICH CO

ENRON CORP OR

AZURIX CORP

HUMANA INC

OTG SOFTWARE INC

AXENT TECHNOLOGIES INC

HARRIS CORP FLA

LVMH MOET HENNESSY LOUIS VUITTON

WAL MART STORES INC

AVON PRODUCTS INC

CENDANT CORP

AVIS GROUP HOLDINGS INC

AXYS PHARMACEUTICALS INC

AVIRON

KORN FERRY INTERNATIONAL

RHODIA

AXA FINANCIAL INC

AXA

AVENTIS SA

BROCADE COMMUNICATIONS SYSTEMS INC

AVANEX CORP

PROMUS HOTEL CORP NEW

REPUBLIC SERVICES INC

NATIONSRENT INC

EXTENDED STAY AMERICA INC

DUKE ENERGY CORP

CENTURY BUSINESS SERVICES INC

BOCA RESORTS INC

AUTONATION INC DE

HEALTHPLAN SERVICES CORP

AUTOMATIC DATA PROCESSING INC

VOLT INFORMATION SCIENCES INC

AUTOLOGIC INFORMATION INTERNATIONAL

WINK COMMUNICATIONS INC

AUTOBYTEL COM INC

HELMERICH & PAYNE INC

ATWOOD OCEANICS INC

NORTHROP GRUMMAN CORP

AVERY DENNISON CORP

ATLANTIC RICHFIELD CO

GRAY COMMUNICATIONS SYSTEMS INC

BULL RUN CORP GA

ATLANTIC AMERICAN CORP

AT&T CORP

ROGERS CANTEL MOBILE COMMUNICATIONS

AT&T CANADA INC NEW

LM ERICSSON TELEPHONE CO

ASTRAZENECA PLC

DIXIE GROUP INC

ASTEC INDUSTRIES INC

ASSOCIATION OF AMERICAN MEDICAL COL

WPS RESOURCES CORP

ASSOCIATED BANC CORP

UTSTARCOM INC

NEWMARK HOMES CORP

ASIA PACIFIC WIRE & CABLE CORP LTD

MEDTRONIC INC

INVACARE CORP

INTERNATIONAL PAPER CO

ASHLAND INC

NISOURCE INC

INGERSOLL RAND CO

ARVIN INDUSTRIES INC

WARNER LAMBERT CO

ARMSTRONG WORLD INDUSTRIES INC

INDEPENDENCE HOLDING CO

ARISTOTLE CORP

UNITRIN INC

ARGONAUT GROUP INC

TRANSPORT CORP OF AMERICA INC

SHELDAHL INC

ARCTIC CAT INC

HOLLINGER INTERNATIONAL INCARCHER DANIELS MIDLAND CO

BIO TECHNOLOGY GENERAL CORP

ARADIGM CORP

CATELLUS DEVELOPMENT CORP

APRIA HEALTHCARE GROUP INC

SOLECTRON CORP

APPLIED MATERIALS INC

KEYCORP OHIO

APPLIED INDUSTRIAL TECHNOLOGIES INC

BE AEROSPACE INC

APPLIED EXTRUSION TECHNOLOGIES INC

GAP INC

APPLE COMPUTER INC

MCLEODUSA INC

APAC CUSTOMER SERVICES INC

UNICOM CORP

TRIBUNE CO

MCDONALD S CORP

AON CORP

XL CAPITAL LTD

ARCH CAPITAL GROUP LTD

ANNUITY & LIFE RE HOLDINGS LTD

TRANSMEDIA NETWORK INC

TELETECH HOLDINGS INC

STERICYCLE INC

MATRIA HEALTHCARE INC

IMC GLOBAL INC

GATX CORP

CNA SURETY CORPCAPITAL TRUST INC

ANTEC CORP

SBC COMMUNICATIONS INC

EMERSON ELECTRIC CO

BURLINGTON NORTHERN SANTA FE CORP

ANHEUSER BUSCH COS INC

REINSURANCE GROUP OF AMERICA INC

ANGELICA CORP

CYBEAR INC

ANDRX CORP

INTERSTATE BAKERIES CORP

ANDERSONS INC

BOSTON SYMPHONY ORCHESTRA, INC.

ANALOG DEVICES INC

DURA PHARMACEUTICALS INC

AMYLIN PHARMACEUTICALS INC

PRAXAIR INC

FIRST AMERICAN CORP

AMSOUTH BANCORPORATION

PRIMEDIA INC

OWENS ILLINOIS INC

IDEX CORP

BOYDS COLLECTION LTD

AUTOZONE INC

AMPHENOL CORP

APPLIED MICRO CIRCUITS CORP

AMGEN INC

TRITON ENERGY LTD

LAMAR ADVERTISING CO NEW

J C PENNEY CO INC

INTERNATIONAL HOME FOODS INC

CTB INTERNATIONAL CORP

AMETEK INC NEW

KNIGHT TRADING GROUP INC

AMERITRADE HOLDING CORP

CDI CORP

AMERISOURCE HEALTH CORP

SERVICE CORP INTERNATIONAL

CASH AMERICA INTERNATIONAL INC

AMERICREDIT CORP

RAYOVAC CORP

AMERICAN WOODMARK CORP

PRIME MEDICAL SERVICES INC NEW

AMERICAN PHYSICIANS SERVICE GROUP I

MICRO GENERAL CORP

AMERICAN NATIONAL FINANCIAL INC

INTERTAPE POLYMER GROUP INC

AMERICAN NATIONAL BANKSHARES INC

UNITED WISCONSIN SERVICES INC NEW

AMERICAN MEDICAL SECURITY GROUP INC

SAGA SYSTEMS INC DE

AMERICAN MANAGEMENT SYSTEMS INC

TRANSATLANTIC HOLDINGS INC

J P MORGAN & CO INC

AMERICAN INTERNATIONAL GROUP INC

HONEYWELL INTERNATIONAL INC

BELL ATLANTIC CORP

AMERICAN HOME PRODUCTS CORP

AMSURG CORP

AMERICAN HEALTHWAYS INC

FOREST CITY ENTERPRISES INC

AMERICAN GREETINGS CORP

PHILLIPS PETROLEUM CO AMERICAN GENERAL CORP

CHIQUITA BRANDS INTERNATIONAL INC

DOW JONES & CO INC

AMFM INC

AMERICAN EXPRESS CO

IDACORP INC

AMERICAN ECOLOGY CORP

VALUE CITY DEPARTMENT STORES INC

AMERICAN EAGLE OUTFITTERS INC NEW

COUNCIL FOR JEWISH ELDERLY

AMERICAN ARBITRATION ASSOCIATION, I

GREAT AMERICAN FINANCIAL RESOURCES

AMERICAN FINANCIAL GROUP INC NEW

AMERICAN ANNUITY GROUP INC

RYANAIR HOLDINGS PLC

PHELPS DODGE CORP

DEL MONTE FOODS CO

BERINGER WINE ESTATES HOLDINGS INC

AMERICA WEST HOLDINGS CORP

CYBERCASH INC

AMERICA ONLINE INC

WASHINGTON UNIVERSITY BROWN SHOE CO INC

AMEREN CORP

H J HEINZ CO

AMERADA HESS CORP

WOODWARD GOVERNOR CO

CLARCOR INC

AMCORE FINANCIAL INC

INTUIT INC

DRUGSTORE COM INC

AMAZON COM INC

PHARMACEUTICAL PRODUCT DEVELOPMENT

MAXYGEN INC

ALZA CORP

COPPER MOUNTAIN NETWORKS INC

ALTEON WEBSYSTEMS INC

TOTAL FINA ELF SA

ALSTOM SA

SUPERIOR TELECOM INC

ALPINE GROUP INC

LESCO INCALLTRISTA CORP

BANK OF AMERICA CORP

ALLTEL CORP

SPRINT CORP

SEARS ROEBUCK & CO

SABRE HOLDINGS CORP

MORGAN STANLEY DEAN WITTER & CO

MINNESOTA MINING & MANUFACTURING CO

DELL COMPUTER CORP

COOPER INDUSTRIES INC

ALLSTATE CORP

CABOT CORP

ALLMERICA FINANCIAL CORP

UNITED RENTALS INC NEW

ALLIED WASTE INDUSTRIES INC

ANIXTER INTERNATIONAL INC

ALLIED RISER COMMUNICATIONS CORP

TODD SHIPYARDS CORPALLIED HEALTHCARE PRODUCTS INC

NIKE INC

ALLEN TELECOM INC

NORTHPOINT COMMUNICATIONS GROUP INC

FOCAL COMMUNICATIONS CORP

ALLEGIANCE TELECOM INC

WATER PIK TECHNOLOGIES INC

TELEDYNE TECHNOLOGIES INC

PNC FINANCIAL SERVICES GROUP INC

ALLEGHENY TECHNOLOGIES INC

LEUCADIA NATIONAL CORP

ALLCITY INSURANCE CO

REPLIGEN CORP

CUBIST PHARMACEUTICALS INC

ALKERMES INC

PROCTER & GAMBLE CO

LUCENT TECHNOLOGIES INC

CITIGROUP INC

CHASE MANHATTAN CORP NEW

ALCOA INC

QUESTAR CORP

ALBERTSON S INC

TRANSCANADA PIPELINES LTD

ALBERTA ENERGY CO LTD

TREDEGAR CORP

ALBEMARLE CORP

PROTECTIVE LIFE CORP

JOHN H HARLAND CO

ALABAMA NATIONAL BANCORPORATION

HERCULES INC

AIRGAS INC

DOLLAR THRIFTY AUTOMOTIVE GROUP INC

CANADIAN NATIONAL RAILWAY CO

BANK OF MONTREALAIR CANADA

WESTAIM CORP

AGRIUM INC

VAIL RESORTS INC

RALSTON PURINA CO

RALCORP HOLDINGS INC NEW

AGRIBRANDS INTERNATIONAL INC

EQUIFAX INC

AGL RESOURCES INC

CIT GROUP INC

AFLAC INC

YOUNG & RUBICAM INC

MAIL COM INC

AMR CORP

AETNA INC

LCC INTERNATIONAL INC

AETHER SYSTEMS INC

GENUS INC

AEHR TEST SYSTEMS

HSB GROUP INC

ADVEST GROUP INC

DONALDSON LUFKIN & JENRETTE INC

ADVANCED MICRO DEVICES INC

FIBERSTARS INC

ADVANCED LIGHTING TECHNOLOGIES INC

DIGITAL ISLAND INC

ADVANCED FIBRE COMMUNICATIONS INC

ADELPHIA COMMUNICATIONS CORP

ADELPHIA BUSINESS SOLUTIONS INC

MONY GROUP INC

COLUMBIA ENERGY GROUP

ACNIELSEN CORP

ASTRONICS CORP

ACME ELECTRIC CORP

NETRO CORP

ACLARA BIOSCIENCES INC

RESTORATION HARDWARE INC

ACE CASH EXPRESS INC

WILLAMETTE INDUSTRIES INC

ACCRUE SOFTWARE INC

AKZO NOBEL NV

ABN AMRO HOLDING NV

PREMIER FINANCIAL BANCORP INC

ABIGAIL ADAMS NATIONAL BANCORP INC

ALBERTO CULVER CO

AAR CORP

AMERON INTERNATIONAL CORP

A SCHULMAN INC

MADECO INC

A EDWARDS BANK

ITO YOKADO CO LTD

7 ELEVEN INC

PALM INC

LANTE CORP

BE INC

3COM CORP

COACHMEN INDUSTRIES INC

1ST SOURCE CORP

Small worlds are surprising when:Small worlds are surprising when:

1. Network is large 7,708 directors served on 916 Fortune 1000 boards in 1999

2. Network is sparse79% of directors serve on 1 board; 14% on 2; 7% on 3+

825 firms have >0 ties; among these, mean=8, median=6

3. Network is decentralizedMost central director serves on 9 boards

Most central firm has 34 ties

4. Ties are clustered27% of ties are within same state

8% of tied companies shares 2+ directors

The small world of the corporate eliteThe small world of the corporate elite

•For firms (n=813 for largest component)• Mean geodesic (shortest path between two

nodes)==3.7

• Mean geodesic for random graph==3.4

•For directors (n=6724 for largest component)• Average geodesic==4.6

• Average geodesic for random graph==3.2

From worst to best in four stepsFrom worst to best in four steps

On average, any two Fortune 1000 boards are connected by less than 4 degrees through shared directors

Business Week rated Conseco as one of the worst boards and Colgate as the best

Six degrees of JP Morgan Chase:Shortest paths from the Fortune 1000

Six degrees of JP Morgan Chase:Shortest paths from the Fortune 1000Chase # N of firms Cumulative

1 34 4.5%

2 233 34.1%

3 374 81.8%

4 121 97.2%

5 17 99.4%

6 2 99.6%

7 2 99.9%

8 1 100%

Six degrees of Enron:Shortest paths from the Fortune 1000

Six degrees of Enron:Shortest paths from the Fortune 1000Enron # N of firms Cumulative

1 10 1.2%

2 49 7.6%

3 259 40.8%

4 330 83.1%

5 113 97.6%

6 18 99.9%

7 1 100%

From worst to second-worstFrom worst to second-worst

Who is in the inner circle?Who is in the inner circle?VVeerrnnoonn JJoorrddaann SSeenniioorr PPaarrttnneerr,, AAkkiinn,, GGuummpp,, SSttrraauussss

RRoozzaannnnee RRiiddggwwaayy FFoorrmmeerr AAssssiissttaanntt SSeeccrreettaarryy ooff SSttaattee;; ffoorrmmeerrAAmmbbaassssaaddoorr ttoo GGDDRR

LLoouuiiss SSuulllliivvaann PPrreessiiddeenntt,, MMoorreehhoouussee SScchhooooll ooff MMeeddiicciinnee;;ffoorrmmeerr SSeecc’’yy ooff HHHHSS

HHeennrryy SScchhaacchhtt FFoorrmmeerr CCEEOO,, LLuucceenntt TTeecchhnnoollooggiieess;; ffoorrmmeerrCCEEOO,, CCuummmmiinnss EEnnggiinnee

PPaauull AAllllaaiirree FFoorrmmeerr CCEEOO,, XXeerrooxx

JJeessssee AArrnneellllee OOff CCoouunnsseell,, WWoommbbllee,, CCaarrllyyllee;; ffoorrmmeerr sseenniioorrppaarrttnneerr,, AArrnneellllee,, HHaassttiiee,, MMccGGeeee……

DDrreeww LLeewwiiss FFoorrmmeerr CCEEOO,, UUnniioonn PPaacciiffiicc

JJoohhnn CClleennddeenniinn FFoorrmmeerr CCEEOO,, BBeellllSSoouutthh

EEddwwaarrdd BBrreennnnaann FFoorrmmeerr CCEEOO,, SSeeaarrss

JJoohhnn SSttaaffffoorrdd CCEEOO,, AAmmeerriiccaann HHoommee PPrroodduuccttss

How did Vernon Jordan get there?How did Vernon Jordan get there?

• 1972: joins board of Celanese; Celanese CEO serves on Bankers Trust board

• 1972: joins Bankers Trust board; AT&T exec serves on boards of Bankers Trust and JC Penney

• 1973: joins JC Penney board

• 1974: joins Xerox board; Xerox and AmEx execs serve on boards of both Xerox and American Express

• 1977: joins American Express board; 2 Celanese directors and 1 Penney director serve on RJR board

• 1980: joins RJR board

• 1982: joins Akin Gump Strauss at behest of Robert Strauss, a fellow Xerox director...

How do interlocks matter?How do interlocks matter?

• “If we want a biological metaphor for cultural change, we should probably invoke infection rather than evolution” (SJ Gould, 1997)

• The interlock network as a medium of “contagion”:• Setting CEO compensation (O’Reilly & al. 1988)• Recruiting directors (Davis 1993)• Making acquisitions (Haunschild 1993)• Changing structures (Palmer & al. 1993)• Adopting takeover defenses (Davis 1991)• Creating an investor relations office (Rao and

Srivimakur, 1999)• Changing stock markets (Rao & al. 2000)

What difference does it make?What difference does it make?

Diffusion of golden parachutes and poison pills among Fortune 500 firms

Ten most central firms in the interlock network, 1962-2001 (Eigenvector measure)

1962 1982 2001 JP MORGAN [59] AT&T [43] JP MORGAN CHASE [28]

CHASE MANHATTAN [54] JP MORGAN [48] PFIZER [26]

CHEMICAL BANK [57] CHASE MANHATTAN [43] SARA LEE [28]

FIRST NATIONAL CITY BANK [52]

CITICORP [43] GEORGIA PACIFIC [29]

SOUTHERN PACIFIC RAILROAD [41]

IBM [38] AMR [25]

MELLON BANK [34] GENERAL FOODS [31] DELL COMPUTER [19]

MANUFACTURERS HANOVER [46]

CHEMICAL NY [38] VERIZON [28]

AT&T [37] BANKERS TRUST [39] 3M [25]

PENNSYLVANIA RAILROAD [34]

MANUFACTURERS HANOVER [36]

ALLSTATE [24]

BANKERS TRUST [45] MOBIL [28] BELLSOUTH [22]

How has the network changed?How has the network changed?

NN

(component)K (avg

degree)L (avg

geodesic) CL

(random)C

(random)SW

quotient

1982 boards 648 581 10.0 3.38 0.24 2.76 0.017 11.34

1990 boards 591 524 8.8 3.46 0.24 2.88 0.017 11.87

1999 boards 600 546 8.6 3.46 0.22 2.93 0.016 11.84

1982 directors 6505 5854 19.0 4.27 0.88 2.94 0.003 186.82

1990 directors 5393 4768 17.0 4.30 0.87 2.99 0.004 169.21

1999 directors 5311 4760 16.0 4.33 0.87 3.06 0.003 183.03

Research hypotheses (cf. Brandeis, 1914) Research hypotheses (cf. Brandeis, 1914)

Corporate America is overseen by a network of rich white men who all know each other and who coordinate their actions via bank boards

H1: Network

H2: Rich white men

H3: All know each other (“It’s a small world”)

H4: Bank boards

Social capital and community prosperity: Putnam’s lamentSocial capital and community prosperity: Putnam’s lament

•Social capital leads to “good government and economic progress”:

• Networks foster “sturdy norms of generalized reciprocity”

• Networks facilitate gossip to gauge trustworthiness

• Networks house “templates” for successful forms of cooperation (e.g., business alliances)

•Americans “bowl alone” at the expense of civic life

• Substantial membership declines in voluntary organizations

• Declines in voter turnout

• Declines generalized “trust”

Why has “social capital” declined?Why has “social capital” declined?

According to Putnam: • Generational changes (farewell, greatest

generation)

• Increased TV watching (hello, MTV generation)

• Too much working, especially women (farewell, Mrs. Cleaver)

• Urban sprawl (hello, Sunnyvale)

An Organizational AlternativeAn Organizational Alternative

“How ironic would it be if, after pulling out of locally rooted associations, the very business and professional elites who blazed the path toward civic disengagement were now to turn around and successfully argue that the less privileged Americans they left behind are the ones who must repair the nation’s social connectedness.”

-Theda Skocpol (1996, p. 25)

“Pittsburgh’s not-for-profit sector misses the generous donations from Gulf Corporation and its employees. Gulf’s donations to United Way amounted to $700,000 in 1983, when the firm’s total giving to local organizations topped $2 million. Civic organizations that lost money and volunteer support on account of Gulf’s sale include hospitals, colleges, museums, and the world-renowned Pittsburgh Symphony.”

-Hirsch, Pack your Own Parachute

Business and social capitalBusiness and social capital

“Americans of all ages, all stations in life, and all types of dispositions are forever forming associations. There are not only commercial and industrial associations in which all take part, but others of a thousand different types…”

Tocqueville, Democracy in America

“People of the same trade seldom meet together, even for merriment and diversion, but the conversation ends in a conspiracy against the public, or in some contrivance to raise prices”

Smith, The Wealth of Nations (ch. 10)

Social capital is (often) built while you’re doing something else

Social capital is (often) built while you’re doing something else

“Members of Florentine choral societies participate because they like to sing, not because their participation strengthens Tuscan social fabric. But it does.” Robert Putnam, “The Prosperous Community”

Non-profits play a central role in the business network (e.g., Carnegie Hall)

Non-profits play a central role in the business network (e.g., Carnegie Hall)

Name AffiliationSandy Weill (Chairman) CEO, Citigroup

William B. Harrison, Jr. CEO, JP Morgan Chase

C. Michael Armstrong CEO, ATT

Harry P. Kamen CEO, MetLife

Frank Newman CEO, Bankers Trust

Ronald Perelman CEO, MacAndrews & Forbes

Joe Roby Chair Emeritus, CSFB

James D. Wolfensohn President, World Bank

Rudy Giuliani Recovering mayor

And ~ 50 others, including: Bill Cosby, Marilyn Horne, Peter Jennings, Yo-Yo Ma, Oscar de la Renta

Six degrees of Citigroup:Shortest paths from 4157 Nasdaq/NYSE firms via shared directors

Six degrees of Citigroup:Shortest paths from 4157 Nasdaq/NYSE firms via shared directors

Citi # N of firms Cumulative

1 31 31

2 310 341

3 1280 1621

4 1549 3170

5 722 3892

6 199 4091

7 45 4136

8 14 4150

9 5 4155

Research ApproachResearch Approach

•Unit of Analysis: US Community

• Interviews with 19 civic/organizational leaders in a major metropolitan area and a small community

•Statistical analyses of 62 communities (MSAs) with >10 public corporations and major non-profits in 1986 and 1998

Network dataNetwork data

• Boards of directors of all companies traded on NYSE or Nasdaq

• Boards of all “major” non-profits (~700 listed in Taft Directory in 1987 and in Guidestar database in 1998 via Urban Institute)

• Divided into 62 community sub-samples

NATIONAL SAMPLE

1986 1998

Organizations 3,709 6,283

Directors 30,620 45,854

Detroit 1986Detroit 1986

Non-local OrganizationLocal CorporationLocal Non-profitLocal Bank

Detroit 1998Detroit 1998

Local Non-profit

Local Bank

Non-local OrganizationLocal CorporationLocal Non-profitLocal Bank

Minneapolis-St. Paul: 1998Minneapolis-St. Paul: 1998

Non-local OrganizationLocal CorporationLocal Non-profitLocal Bank

The benefits to communities of local business involvementThe benefits to communities of local business involvement

“We have extensive programs in [headquarters city] that coordinate these activities and we provide a venue where that is possible. We had a clean-up day last May where employees were encouraged to help clean areas of the communities where they worked. In addition we fund a huge retiree volunteer association. They logged almost 100,000 of volunteer time last year. We provide them with a budget, but aside from that, it is entirely employee run.”

– Manager of Corporate Philanthropy, Fortune 500 Retailer

Why they giveWhy they give

“A major commitment of ours is to the arts... we feel that our work with [art museum] is just as important to the economic stability of a region as more direct giving.”

-Manager of Corporate Philanthropy, Fortune 500 Utility

“Cultural things like the opera or [art museum] are important to our recruiting activities.”

– Manager of Corporate Philanthropy, Fortune 500 Manufacturer

Forging connections to local non-profitsForging connections to local non-profits

“We encourage our employees to participate in non-profit activities. For instance, one of my regional managers is taking the non-profit board member development program run by the local chamber of commerce. This is a program, where they take up-and-coming corporate leaders and teach them what they need to know to serve on a board of directors. It is a rigorous program and we sponsor that person. Then they try to set that person up with an appointment to a board.”

– Manager of Corporate Philanthropy, Fortune 500 Retailer

The business case for community involvementThe business case for community involvement

“Strong communities make strong community banks, and vice versa…I require all my managers to serve in the non-profit community, and it’s a component of their annual evaluation”

-Bank CEO

Before bank CEO involvementBefore bank CEO involvement

CHRISTIAN FOUNDATION

SYMPHONY ORCHESTRA SOCIETY

SERVICES TO THE AGING

LOCAL HOSPITAL

FAMILY SERVICES

HEALTH ALLIANCE

HOSPICE

LOCAL COLLEGE

MEDICAL CENTER

TRAINING & EDUCATION FOUNDATIONY.M.C.A.

UNITED WAY

CHAMBER OF COMMERCEGOODWILL INDUSTRIES

FAMILY COUNSELING

CATHOLIC SOCIAL SERVICES

BIG LOCAL BANK

CHRISTIAN SCHOOL

BIG MANUFACTURERLOCAL CATHOLIC UNIVERSITY

COUNTY EDUCATION FOUNDATION

OPERA HOUSE

After bank CEO involvementAfter bank CEO involvement

CHRISTIAN FOUNDATION

SYMPHONY ORCHESTRA SOCIETY

SERVICES TO THE AGING

LOCAL HOSPITAL

FAMILY SERVICES

HEALTH ALLIANCE

HOSPICE

LOCAL COLLEGE

MEDICAL CENTER

TRAINING & EDUCATION FOUNDATIONY.M.C.A.

UNITED WAY

CHAMBER OF COMMERCEGOODWILL INDUSTRIES

FAMILY COUNSELING

CATHOLIC SOCIAL SERVICES

BIG LOCAL BANK

CHRISTIAN SCHOOL

BIG MANUFACTURERLOCAL CATHOLIC UNIVERSITY

COUNTY EDUCATION FOUNDATION

OPERA HOUSE

The cost of losing local banksThe cost of losing local banks

“The local presidents are still involved in the non-profits because people want them on the board, but their giving is different because local presidents do not have discretion over it any more. The decisions always have to go through [city] or [city], or where ever the headquarters is.”

-President, Community Foundation

The costs of a well-connected eliteThe costs of a well-connected elite

“Because it was such a feudal society, they whole idea of corporate philanthropy and responsibility did not become as broad based and so a lot of the institutional structure that may have developed otherwise did not.” -Former Senior Manager, Fortune 500

Company, Current Fortune 500 Board Member

Directors' Charities Got NYSE Money

Contributions Went Up Under Grasso By David S. HilzenrathWashington Post Staff WriterFriday, September 19, 2003; Page E01

During Dick Grasso's tenure as head of the New York Stock Exchange, the exchange and its charitable foundation made extensive contributions to organizations affiliated with NYSE directors, including almost $2.8 million to schools and charities affiliated with members of the committee that set Grasso's pay.

Last year, the exchange and its foundation contributed more than $1.3 million -- about 18 percent of total giving -- to groups affiliated with members of the board's compensation committee, according to documents the NYSE submitted to the Securities and Exchange Commission in response to questions about Grasso's pay… Such contributions can help co-opt board members and make them less likely to challenge a chief executive they are for overseeing, said Sarah Teslik, executive director of the Council of Institutional Investors…

“Accountability suffers if you buy off your overseers," Teslik said.

Constructs underlying “community social capital”Constructs underlying “community social capital”

• Infrastructure: the density of non-profit organizations and organizations for civic engagement (e.g., Rotary)

• Involvement: levels of grassroots volunteering

Factors shaping infrastructure and involvementFactors shaping infrastructure and involvement

•Corporate density: counts of corporations per capita

•Bank density: banks per capita

•Elite cohesion: connections among corporate, bank, and non-profit boards

Effects of Corporate DensityEffects of Corporate Density

Supporting Community Restricting Community

Infrastructure More money for local programs (“80% local”)

But where is the funding directed?

“80% within” elite

Arts

Recruiting benefits

Involvement Volunteering aggregators …but it is not always broad based

Hypotheses More corporations, greater social capital, civic orgs and volunteering

Fewer corporations, greater social capital, civic orgs and volunteering

Effects of Bank DensityEffects of Bank Density

Supporting Community Restricting Community

Infrastructure Bank trust departments as former community foundations

“Banks are very important local spenders”

Consolidated banking networks leads to lower community investment (Ratcliff 1980)

Involvement Bank executives as community leaders

More banks, more cohesive elite

Hypotheses More banks, greater social capital, civic orgs and volunteering

Fewer banks, greater social capital, civic orgs and volunteering

Effects of Local Elite CohesionEffects of Local Elite Cohesion

Supporting Community Restricting Community

Infrastructure Enhances non profit involvement, esp. financial and expertise rewards

Galaskiewicz (1997)

Too concentrated on elite only. E.g. Local Feudalism

Hunter (1953), Ratcliff (1980)

Involvement More opportunities for volunteering

Only focused on few, doesn’t become broadly based “majority within elite”

Hypotheses Greater the elite cohesion, the greater the social capital, civic orgs and involvement

Greater the elite cohesion, the lower the social capital, civic orgs and involvement

Dependent variablesDependent variables

• Number of large (assets>$10,000,000) non-profit organizations per million (from Urban Institute)

• Elite-oriented: “Arts, culture & humanities;” “Philanthropy;” golf; business-oriented

• Community-oriented: “Health care;” “Mental health & crisis intervention;” “Employment;” “Housing & shelter;” “Public safety;” “Youth development;” “Human services;” “Civil rights;” “Community improvement”

• Voluntarism (DDB Needham annual lifestyle survey)--factor score of aggregated responses to:

• “In the past 12 months, how often have you done volunteer work”

• “In the past 12 months, how often have you worked on a community project”

• For 1985/1986 and 1997/1998

OperationalizationsOperationalizations

•Corporate density per capita: # of corporate headquarters/population (1986 HQ/1990 pop; 1998 HQ/2000 pop)

•Bank density per capita: publicly-traded banks/population (1986 and 1998)

•Elite network• Network: ties through shared directors among all locally-

headquartered NYSE and Nasdaq firms and major non-profits

• Density, centralization, mean ties to non-profits…

Main findingsMain findings

•Don’t believe Putnam; do believe Skocpol

•Corporate density promotes elite-oriented non-profits but not community-oriented non-profits

•But: denser networks among elites do enhance community non-profits (to a point)

•Both bank and corporate density promote grassroots voluntarism

Elite network density and community non-profitsElite network density and community non-profits

0

1

2

3

4

5

6

7

1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33

Elite Network Connectedness

Co

mm

un

ity

No

n-P

rofi

t O

rgan

izat

ion

s/M

illi

on

Res

iden

ts