© 2010 Info Tech, Inc. All rights reserved. This documentation or parts thereof may not be reproduced in any form without written permission of Info Tech, Inc. Produced in the United States of America.
Collusion in the DOT Market Space
Presented by:
James T. McClave, Ph.D.
President, Info Tech, Inc.
First BAMS Installation First BAMS Installation
AASHTO purchased BAMS AASHTO purchased BAMS
BAMS/DSS® licensed by 38 Agencies
BAMS/DSS® licensed by 38 Agencies
Bid Monitoring Research ProjectBid Monitoring
Research Project
BAMS Presentation to
DOTs and Attorneys General
BAMS Presentation to
DOTs and Attorneys General
Ready Mix
Towing
Sewer
Fuel Oil
Garbage Pickup
Asbestos
Carbon Dioxide
Infant Formula
Con-tacts
ChlorineFlorida Highway
Investigation BeginsFlorida Highway
Investigation Begins
Seminar: Computerized Bid
Monitoring for Attorneys General
Seminar: Computerized Bid
Monitoring for Attorneys General
Highway Construction
Liquid Asphalt Catfish
Airport construct
Retail Gasoline
Ferroalloys
Carpet
Milk Milk
Vitamins
Carbon Fiber
Re-tread
76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06
Portland Cement
Info Tech Founded
Info Tech Founded
Linerboard
Sulfuric Acid
MSG
DRAM
08 10
Research and Development
Autopaint
OSB
Poly Urethanes
Cable TV
Collusion Detection Seminars
© 2010 Info Tech, Inc.
Info Tech, Inc. antitrust timeline
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AASHTO member agencies licensing AASHTO Trns•port® BAMS/DSS®
39 total
© 2010 Info Tech, Inc.
Why rig bids?• STABILIZE PRODUCTION
– Assure revenue stream and employment levels• ALLOCATE TERRITORIES
– Live and let live• REDUCE RISK
– Avoid losing at all• MONEY
– Increase revenues• RATIONAL ECONOMIC BEHAVIOR
– Profits exceed costs--no one is looking, and cost is minimal when we are caught
© 2010 Info Tech, Inc.
Facilitating factors
• Concentrated market• Demand relatively insensitive to price• Difficult entry• Many bidding opportunities• Standard product/processes• Industry’s antitrust record• Sealed bidding with award based solely on price
All of the characteristics listed above apply to highway construction bidding
© 2010 Info Tech, Inc.
Collusion detection: main ingredient
• Data is the primary ingredient necessary for collusion detection
• At least a three year bidding history is necessary, and preferably five or more
• Both state and local market data important
• Need: winning and losing bids by item, quantities, subcontract info by item, project locations, plant locations, vendor affiliations
© 2010 Info Tech, Inc.
Fingerprints of collusion
• Stable market shares
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Stable market shares
“If ... the gyrations [in market shares] moderated during the period of the alleged conspiracy, this would be evidence for the plaintiffs.”
- Judge Richard A. Posner
High fructose opinion, June 2002
0
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JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC
Per
cen
t D
olla
rs
VENDOR 1 VENDOR 2
DYNAMIC MARKET SHAREMarket Control
© 2010 Info Tech, Inc.
DYNAMIC MARKET SHARE
Market Allocation - Equal Shares
0
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JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC
Per
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VENDOR 1 VENDOR 2
© 2010 Info Tech, Inc.
DYNAMIC MARKET SHARE
Market Allocation - Vendors Enter/Leave Market
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JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC
Per
cen
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oll
ars
VENDOR 1 VENDOR 2 VENDOR 3
© 2010 Info Tech, Inc.
© 2010 Info Tech, Inc.
Shared officer
Sub 1 Sub 2
Prime 1 Prime 2
Subsidiary
Significant
stock
ownership
Organizational links
DYNAMIC MARKET SHARE
Market rotation
0
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JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC
Per
cen
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llars
VENDOR 1 VENDOR 2
© 2010 Info Tech, Inc.
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10
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87 88 89 90 91 92 93 94 95 96 97
11
1
11
11 1
1
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12 2 2 2
2
2
2
22
2
2
3 3 3 3 3 3 3 3 3 3
3
44 4
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4 4 44
4 44
5 5 5 5 5 5 5 55
5
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6 6 6 6 6 6 6 66
6
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7 7 7 77
7 77
7 778 8 8
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8 8 8 8 8
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%o
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87 88 89 90 91 92 93 94 95 96 97
1
1
1
1
1 1 1 11
1
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2
2
22
2 22 2
2
223 3 3 3 3 3 3 3 3 3
3
4 4 4 4 4 4 4 4 4 44
5 5 5 5 5 5 55
5 556 6
66 6
6 6 6 6 667 7 7 7 7 7 7 7 7
77
8
8
8
8
8 8 8 8 8 8 8
9
99 9
99
9
99
99
$(Mill):3.1 3.2 2.9 1.4 4.4 2.9 4.1 6 8.4 4.4 3.3 $(Mill):3.3 19.8 16 20.3 20 18.6 17.8 24.7 35.8 36.6 26
fr
%o
Ma
ke
t
Competitive Non-Competitive
DYNAMIC MARKET SHARECompetitive vs. non-competitive
#9 - Other
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1:One 2:Two 3:Three4: Four 5:Five 6:Six7:Seven 9:OTHERS
1 1 1
8:Eight
2 2 2 3 3 34 4 4 5 5 5 6 6 67 7 7 8 8 8 9 9 9
0
10
20
30
40
50
60
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80
90
100
Year
1987 1988 1989 1990 1991 1992 1993 1994 1995 1996
1 1 1
1
1
1
1
1
1
1
2
2
2 2 2 2
2 22
2
3
3
3
3
3
33 3 3 3
4
4
4
4 4
4
4 44 4
5
5 5
55 5 5 5 5 56
6
6
6 6 6 6 6 6 67 7 7
7
77
7 7 7
7
8 8 8 8
8
8
8
8 8 8
9
9
9 9 99
99 9
9
Tons(Mill): .08 .31 .28 .22 .2 .19 .16 .22 .2 .15
% o
f Mar
ket
DYNAMIC MARKET SHAREWatch for inflection points
© 2010 Info Tech, Inc.
DYNAMIC MARKET SHARETake subs and suppliers into account
Prime + SubsPrime
Prime + Subs + Supply
042 2 2 2 2 324 4 4 4 44
0
20
40
60
80
100
1991 1992 1993 1994 1995 1996 19970 0 0 0 0 0
1 1
1
1
1 1
1
2
3 3 3
3
3 32456 256 3 23 42456
35645
456 60
20
40
60
80
100
1991 1992 1993 1994 1995 1996 19970 0
00
0
00
1
11
1
1
1
2 2
2
3 3 3
4
4
56
13
.
0
20
40
60
80
100
0 02 22 23 3 3 32 34 4 4 4 445 5 5 5 5 56 6 6 6 66
61991 1992 1993 1994 1995 1996 1997
0 0 0 0 0
1
11
1
11
1
2
245
3
3 3
PE
RC
EN
T
PE
RC
EN
TP
ER
CE
NT
Prime + Subs +Supply
V-1 466,290 457,165630,500
V-2 93,950 93,85020,850
V-3 68,010 28,4104,953
© 2010 Info Tech, Inc.
© 2010 Info Tech, Inc.
Fingerprints of collusion
• Stable market shares
• Customer allocation
Vendor Activity American Paving
• Wins ° Loses * Facility
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Vendor Activity Hot Asphalt, Inc.
• Wins ° Loses * Facility
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Vendor Activity Mayberry Constr.
• Wins ° Loses * Facility
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• Wins ° Loses * Facility
Vendor Activity Westside Enter.
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• Wins ° Loses * Facility
Vendor Activity Gold & Sons, Inc.
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Market 8
Market 7
Market 11
Market 9
Market 10
Vendor Activity All Vendors
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© 2010 Info Tech, Inc.
Plant locations
• Does the proximity of asphalt plants affect the level of competition?
8
8
16
109
16
12
11
10
12
10
17
7
6
810
7
5
8
10
9
11
11
8
11
7
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124
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77
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1112
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8
13
5
811
10
Vendors' Closest Asphalt Plants Within 30 MilesIndiana Asphalt Markets 1989-1995
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810
22
34
33
15
01
01
22
12
01
01
04
26
35
34
11
12
15
01
38
55
02
01
11
131
3
611
11
1 2
22
13
Win/Bid for 35-1917625- Milestone Constr.Contracts from January 1989 thru May 1996Statewide O/1
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58
01
03
0211
01
02 1
2
47
11
11 15
Win/Bid for 35-0734255 - Wabash Val. Asph.Contracts from January 1989 thru May 1996Statewide 0/5
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© 2010 Info Tech, Inc.
Fingerprints of collusion
• Stable market shares
• Customer allocation
• Suspicious bidding patterns
• Sham or complementary bids
© 2010 Info Tech, Inc.
Suspicious bidding patterns
“Whenever the plaintiff has succeeded in identifying a suspicious bidding pattern, we are entitled to infer coordinated behavior in the absence of an adequate explanation.”
“I am inclined to believe that interdependent sham bids are unlikely to endure without some facilitating mechanism ...”
“A strong inference of coordinated behavior arises when an actor actively seeks to lose a bid. Deliberate sacrifice of a contract implies an unusual confidence that the winning party will return the favor. Moreover, spurious bidding indicates an awareness of wrong-doing coupled with a desire to hide it by simulating normal bidding.”
- Antitrust Law, Phillip E. Areeda, Volume VI, p. 1420
Line Item Profile – % Over Low BidWinning Bid: $2,586,355 Estimate: $2,223,859
St. Louis New ConstructionCONTRACT=920731-04 BID=$2,586,355 EST=$2,233,859 PANEL=1 OF 1
VENDOR 00 **ESTIMATE** 01 WEBER INC., F 02 9910109/BANGE
% OF BIDTOTAL
-7
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1
2
3
4
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8
Generated Item Number
20220102031000203600030120003040343502121061320006161005616102061810009029400
-$77,600
$155,200
MobilExcavRem
TempTrafSig
00 **ESTIMATE** 01 WEST 02 BROTHERSVENDOR
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St. Louis New ConstructionCONTRACT=940128-22 BID=$4,864,378 EST=$4,237,157 PANEL=1 OF 1
VENDOR 00 **ESTIMATE** 01 9910109/BANGE 02 WEBER INC., F
% OF BIDTOTAL
-5
-4
-3
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Generated Item Number
202201020310002032000203600020630003012000502110950212106091060618100070320108061016
Excavation-$243,200
$486,400
Line Item Profile – % Over Low BidWinning Bid: $4,864,378 Estimate: $4,237,157
00 **ESTIMATE** 01 BROTHERS 02 WESTVENDOR
Mobil
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St. Louis New ConstructionCONTRACT=960426-11 BID=$14,165,733 EST=$11,310,108 PANEL=1 OF 2
VENDOR 00 **ESTIMATE** 01 9910109/BANGE 02 9910236/MISSO
% OF BIDTOTAL
-4
-3
-2
-1
0
1
2
3
4
5
6
7
8
9
Generated Item Number
2021052 2022010 2024010 2031000 2061000 4031026 4037110 4037200 4038992 4038993
Asph AggRem Imp Rem Asp
-$566,600
$1,133,200
Line Item Profile – % Over Low BidWinning Bid: $14,165,733 Estimate: $11,310,108
Panel 1 of 2
00 **ESTIMATE** 01 BROTHERS 02 PAVEMENTVENDOR
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St. Louis New ConstructionCONTRACT=960927-06 BID=$3,854,000 EST=$5,938,862 PANEL=1 OF 1
VENDOR 00 **ESTIMATE** 01 BERRA CONSTRU 02 KOLB GRADING03 WEBER INC., F 04 FREESEN INC. 05 VERNACI CONST
% OF BIDTOTAL
-10
0
10
20
30
40
Generated Item Number
2035000 2036000 2063000 6181000 7261442 7261472 7261484 9999999
Line Item Profile – % Over Low Bid Winning Bid: $3,854,000 Estimate: $5,938,862
MobilExcav
$770,800
$1,541,600
00 **ESTIMATE** 01 INTRUDE 02 SPENCERSVENDOR
03 WEST 04 MCTAVISH 05 GRADING
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+5%14,548 CYEST=80.89
01 ROYAL CASTLE C02 CONNOR RESOU 03 KIWI WESTER04 BRIDGESTOWN BROTH 05 GRETSKY CONS
VENDOR 00 **ESTIMATE**
-4
-3
-2
-1
0
1
2
3
4
5
2 2 2 3 3 4 4 4 4 4 602-002ab
02-002ac
02-002ad
07-002
07-003
03-060
03-060aa
11-102
12-008
12-008aa
26-000
REMASPH
PROSLIMETRT
SUBGRADE CPVT CPVT MOB
% OF BIDTOTAL
Line Item Profile – % Over Low Bid Winning Bid: $2,842,329 Estimate: $2,714,175
© 2010 Info Tech, Inc.
Bid Totals and Subcontract % Estimate: $2,714,175
Vendor Bid total Subcontract
Royal Castle 2,842,329
Connor Resources 2,990,758 28.90%
Kiwi Western 3,067,542
Bridgestown Brothers 3,067,810
Gretsky 3,083,023
© 2010 Info Tech, Inc.
+12%27,769 CYEST=79.81
-5-4-3-2-1012345678
201-000
202-000
202-000ac
202-004
203-000
203-000aa
207-002
304-060
403-123
412-006
412-008
617-000aa
621-004
625-000
626-000
630-000
630-000ab
585 K511 K
365 K
219 K
146 K
292 KC&G EXCAV EMB
AGGRBASE CPAV
DET.PVT MOB
00 **ESTIMATE** 01 ZACKS HEAVY E02 ROYAL CASTLE C 03 LAWTON CONSTR04 DUCCO 05 BLACKTOP06 SKYE CORP. 07 KIWI WESTER
VENDOR
% OF BIDTOTAL
Line Item ProfileWinning Bid: $7,306,628 Estimate: $6,545,463
© 2010 Info Tech, Inc.
Vendor Bid total Subcontract
Zack’s Heavy Equip. 7,306,628
Royal Castle 7,963,152 19.20%
Lawton 8,091,306
Ducco 8,127,607
Blacktop Products 8,179,637
Skye 8,843,954
Kiwi Western 9,278,368
Bid Totals and Subcontract % Estimate: $6,545,463
© 2010 Info Tech, Inc.
??? CYEST=???
VENDOR 00 **ESTIMATE** 01 BATTERY HI 02 ROYAL CASTLE C
0
1
2
3
4
631-001
% OF BIDTOTAL
$26,870,000
$25,919,173
$26,600,000
Line Item Profile - Design/BuildWinning Bid: $25,919,173 Estimate: $26,600,000
© 2010 Info Tech, Inc.
© 2010 Info Tech, Inc.
Fingerprints of collusion
• Stable market shares
• Customer allocation
• Suspicious bidding patterns
• Sham or complementary bids
• Non-competitive prices
Average Price 13 Year Average
Unit Price
$20
$25
$30
$35
YEAR83 84 85 86 87 88 89 90 91 92 93 94 95 96
Price/Time RelationshipAsphalt Bituminous Concrete & Paving Cements
© 2010 Info Tech, Inc.
Asphalt price based on index using 1986 average price
Index Adjusted Average Price 13 Year Average
Unit Price
$20
$25
$30
$35
YEAR83 84 85 86 87 88 89 90 91 92 93 94 95 96
Price/Time RelationshipAsphalt Bituminous Concrete & Paving Cements
© 2010 Info Tech, Inc.
Unit Price
$20
$25
$30
$35
YEAR83 84 85 86 87 88 89 90 91 92 93 94 95 96
Index Adjusted Average Price 13 Year Average
$25 Million = 22% Overcharge
Asphalt price based on index using 1986 average price
Price/Time RelationshipAsphalt Bituminous Concrete & Paving Cements
© 2010 Info Tech, Inc.
Pri
ce($
/CY
)
60
65
70
75
80
85
90
Year1990 1991 1992 1993 1994 1995 1996 1997
Pri ce( $
/ CY)
60
65
70
75
80
85
90
Indexed Price basedon Concrete PPI
Quantity-Adjusted Concrete Price
Price/Time RelationshipConcrete
© 2010 Info Tech, Inc.
Year
14
16
18
20
22
1990 1991 1992 1993 1994 1995 1996 199714
16
18
20
22
National Concrete Price Index(Western Region)
Quantity-Adjusted Unit PriceNormalized to Cubic Yards
762,000 Cubic YardsPrice
Price/Time RelationshipConcrete - Increased Purchase Potential
© 2010 Info Tech, Inc.
26
28
30
32
34
1990 1991 1992 1993 1994 1995 1996 199726
28
30
32
34
Quantity-Adjusted Unit PriceNormalized to 25,000 Tons
National Average Price Index
3,106,000 Tons
Price
Year
Price/Time RelationshipAsphalt - Increased Purchase Potential
© 2010 Info Tech, Inc.
Price/Estimate Relationship Over Time
Fiscal Year
Pri
ce
v.
Es
tim
ate
(%
)
(10%)
( 5%)
0%
5%
10%
1992 1993 1994 1995 1996
Pric
e v
. Es
tima
te (%
)
(10%)
( 5%)
0%
5%
10%$36.2MM $51.5MM $79.9MM $55.5MM $91.3MM
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( 5%)
0%
5%
10%
Fiscal Year
1992 1993 1994 1995 1996
(10%)
( 5%)
0%
5%
10%$36.2MM $51.5MM $79.9MM $55.5MM $91.3MM
$2.1MM $7.6MM $7.5MM $5.9MMAnnual Amount
Over Benchmark Benchmark
$23 Million Overcharge
Pric
e v
. Es
tima
te (%
)P
ric
e v
. E
sti
ma
te (
%)
Weighted Average: Awarded Bids vs. BenchmarkBenchmark: Percent Difference in 1996
Price/Estimate Relationship Over Time
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Lower Prices When AA BidsLower PricesWhen
GG Bids
March 199814,000 TonsB1 bid: $28.13B2, GG Losers12 MileMile Haul
June 19982,000 TonsB1 bid: $24.93GG Loser5 MileMile Haul
June 199840,000 TonsB1 bid: $39.05B2 Loser1 MileMile Haul
July 199817,500 TonsB1 bid: $32.39B2 Loser8 MileMile Haul
GG Plant
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Effingham 2
Effingham 2March 200012,000 TonsB1 bid: $31.90GG Loser4 MileMile Haul
June 199912,000 TonsB2 bid: $32.48GG, B1 Loser18 MileMile Haul
Dec. 199960,000 TonsB1 bid: $38.45B2 Loser6 MileMile Haul
July 199917,000 TonsB2 bid: $39.81B2 Loser9 MileMile Haul
Dec. 199946,000 TonsG2 bid: $32.36B1, B2 Loser218 MileMile Haul
© 2010 Info Tech, Inc.
© 2010 Info Tech, Inc.
Price analysis by quantity
• Do bid prices make sense when quantity is considered?
REGION A Market B Market C Market D Market
$32.00
$33.00
$34.00
$35.00
$36.00
$37.00
$38.00
$39.00
$40.00
$41.00
0 10,000 20,000 30,000
Price/Quantity by MarketBituminous Concrete Pavement
Estimated Quantity in Tons
© 2010 Info Tech, Inc.
REGION 1 2 4 56 7 8 VARIOUS
PRICE
$26.00
$27.00
$28.00
$29.00
$30.00
$31.00
$32.00
$33.00
$34.00
$35.00
$36.00
$37.00
$38.00
$39.00
ESTIMATED QUANTITY
0 2,000 4,000 6,000 8,000 10,000 12,000 14,000
INDOT'S BAMS/DSS Statistical Analysis ModelsAsphalt Contracts Let after January 1989Item = 403-03570 Hot Bit Pavement (Grading C)
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© 2010 Info Tech, Inc.
Ultimate price analysis
• Are prices at a non-competitive level?
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Competitive price analysis
• Find a competitive benchmark time period and/or market
• “Transfer” prices from benchmark to collusive markets– Identify cost factors that legitimately differentiate prices
between markets– Adjust for cost differences using statistical methods like
regression analysis
• Compare actual and competitive prices to estimate the economic injury caused by the conspiracy
© 2010 Info Tech, Inc.
Legitimate factors potentially affecting price of key line items• Time • Quantity• Number of bidders• Terrain• Market• Quarter• Project size• Project type
• Inflationary effects• Economies of scale• Competition• Project difficulty• Market differences• Seasonality• Product characteristic• Product characteristic
200
250
300
350
400
450
500
0 500 1,000 1,500 2,000 2,500 3,000Quantity (CY)
Un
it P
rice
Actual
Model
70% C.I
Unit Price vs. Bid QuantityItem: Concrete Class A-4
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Job: Berthoud Pass Date Let 05Aug76Item Group: G033 - Hot Bit Pav (Gr - E )
Unit Price vs. Bid Quantity
60000
$5.00
$6.00
$7.00
$8.00
$9.00
$10.00
$11.00
$12.00
$13.00
$14.00
$15.00
$16.00
0 6000 12000 18000 24000 30000 36000 42000 48000 54000Quantity (Ton)
Data Modeled
Comp Price
Winning Bid
Comp Model
Damage
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-5
5
15
25
35
45
55
1 2 3 4 5 6 7 8 9 10
Line Number
% O
ver
CM
P
Low Bidder $480,937
Competitive $309,508
Line Item ProfileJob: Berthoud Pass Date Let: 05Aug76
© 2010 Info Tech, Inc.
-1
0
1
2
3
4
5
6
7
1 4 7 10 13 16 19 22 25 28 31 34 37 40 43 46 49 52 55 58 61 64 67
Line Number
% O
ver
CM
P
Low Bidder $1,777,842
Competitive $1,372,778
Line Item ProfileJob: Plateau Creek Date Let: 05Aug71
© 2010 Info Tech, Inc.
© 2010 Info Tech, Inc.
Fingerprints of collusion
• Stable market shares
• Customer allocation
• Suspicious bidding patterns
• Sham or complementary bids
• Non-competitive prices
© 2010 Info Tech, Inc.
Suggested best practices
• Never publish the engineer’s estimate
• Don’t publish the list of planholders
• Promote electronic bidding
• Support an independent unit to maintain and analyze historical and current data
• Conduct thorough bid reviews and reject bids not meeting standards
• Minimize design build
© 2010 Info Tech, Inc.
Questions?