Title: Market Concentration and
1Market Concentration and Farm-Retail Price
Asymmetry in the U.S. Fluid Milk Market Brian
W. Gould Joseph Schoen Kyle Stiegert Send
comments to gould_at_aae.wisc.edu Applied Economics
Workshop October 19, 2005
2Overview
- Introduction
- US Fluid Milk Prices Farm and Retail
- Overview of Food Retailer Concentration
- Previous Evidence of Milk Price Asymmetry
- Overview of the Econometric Model of Price
Transmission - Use of Non-Reversible Functions
- Panel Data with AR errors
- Overview of Market Level Data
- Preliminary Results (Farm Price Change)
- Conclusions/Next Steps
3Asymmetric Price Transmission
- Why has the pricing of fluid milk become a major
concern to the point that a Government
Accountability Office (2004) inquiry was
undertaken in 2004?
4- Fluid milk price volatility has dramatically
increased in recent history
5(No Transcript)
6- Retail-farm price spread continues its upward
trend
7Asymmetric Price Transmission
- Increased food retailing concentration over the
last 3 decades - A measure of concentration Herfindahl-Hirschman
Index (HHI) - where si is the value of sales by the ith firm
and S is the total value of market sales in a
particular market - U.S. Dept. of Justice Guidelines wrt HHI
- 1000-1800 Moderately Concentrated
- gt1800 Concentrated
- Mergers adding 100 to HHI in concentrated
markets raise antitrust concerns
8Retail Grocery Sector HHI Values Selected Cities
9Asymmetric Price Transmission
- Evidence of asymmetric cost pass-through for
fluid milk retailers - Kinnucan and Forker (1987) Annual U.S.
Aggregate Data for Major Dairy Products - Hansen et. al. (1994) Annual U.S. Aggregate
Fluid Milk Data - Romain et. al. (2002) Aggregate Monthly New
York State Fluid Milk Data - GAO (2004) Meta analysis of fluid milk pricing
- Estimates of price transmission of farm price
increases were greater than for decreases - Capps and Sherwell (2005) Monthly Sales Data
for 2 and Whole Milk, 7 US Cities
10Asymmetric Price Transmission
- Why should we be concerned with the
characteristic of the price transmission process
for fluid milk? - Relationship between farm and retail prices
provide insights into marketing efficiency - Asymmetric price transmission may indicate
possible market failure or abuse of market power - Higher market power can increase asymmetry
(Carman and Sexton, 2005 Sexton, Xia and
Carman, 2004) - Implications as to consumer and producer welfare
- Higher than normal retail prices
- Cotteril(2003) 1.00 more due to market power
in NE - Continued trend of variability of farm milk
prices - Continuation of concentration in food retailing
11Asymmetric Price Transmission w/ Monopoly and
Concave Demand
P
MC?-MC MC-MC' but P? P gt P P' ? Cost
increases are passed on to retail prices more
completely than cost decreases
P
P
MC
P
MC
MC
MR
D
Q
- Under oligopoly, firms price between MR and D
- More competitive ? less asymmetric
12Research Questions
- Is there evidence of asymmetric farm-retail
price transmission in the US fluid milk sector? - What is the role of imperfect competition?
- To what extent does spatial as opposed to
market concentration explain asymmetric price
transmission (Azzam, 1999)? - Does the magnitude of asymmetry vary with market
and spatial concentration across cities? - What is the role of price variability in the
degree of asymmetry? - Implications of increased farm price variability
13Econometric Model
- Based on the model originally developed by
Wolframm(1971) and extended by Houck (1977) - Approach has been used extensively in analyses of
agricultural commodity price transmission - Pork Boyd and Brorsen (1988)
- Fed Cattle Bailey and Brorsen (1989)
- Peanuts Zhang, Fletcher and Carley (1995)
- Wheat Mohanty, Peterson and Kruse (1995)
- Apples Willett, Hansmire and Bernard (1997)
- Rice, Beans, Tomatoes Aguiar and Santana
(2002)
14Econometric Model
- Houck (1977) approaches used in the analysis of
fluid milk price asymmetry - Kinucan and Forker (1987)
- Romain, Doyon and Frigon (2002)
- Capps and Sherwell (2005)
- Carman and Sexton (2005)
15Econometric Model
- We improve upon previous research
- More current data encompassing periods of
dramatic farm (Coop Class I) price increases and
decreases - April 2003 13.74
- June 2004 25.16
- Incorporate explicit measures of concentration as
explanatory variables - CR2, CR4 ( of total retail sales accounted for
2 and 4 largest firms, respectively) - Herfindahl-Hirschman Index (HHI)
- Spatial Concentration (Supermarkets/1,000 pop.)
83.1 ?
16Econometric Model
- We improve upon previous research
- Incorporate a variety of definitions of our
dependent variable to examine asymmetry to
examine robustness of our conclusions - Change in retail price (reported here)
- Change in farm-retail margin
- Percent change in farm-retail margin
- Given our use of city/retail firm data can
examine differences across city and/or firms - Incorporate alternative methods for accounting
for panel nature of our dataset (Fixed Effects
used here)
17Econometric Model
- Basic Houck model
- RPt retail price in the tth period
- WPt wholesale price in the tth period (COOP
price) - ?WPIt change in wholesale price if there is an
increase from t-1 to t - ?WPDt change in wholesale price if there is a
decrease from t-1 to t - WPIt sum of period to period increases in
wholesale price - WPDt sum of period to period decreases in
wholesale price - Trend trend variable
18Econometric Model
- Basic Houck model
- Nonreversibility (asymmetry) occurs if ß1 ? ß2
- The value of RP at any point t is
- Substituting this into the basic model
19Econometric Model
gt 0
lt 0
20Example Data Construction
Time WP ?WPI ?WPD WPI WPD RP ?RP0
0 2 --- --- --- --- 5 ----
1 6 4 0 4 0 7 2
2 9 3 0 7 0 11 6
3 5 0 -4 7 -4 9 4
4 7 2 0 9 -4 9 4
5 6 0 -1 9 -5 10 5
6 3 0 -3 9 -8 8 3
7 5 2 0 11 -8 8 3
8 9 4 0 15 -8 12 7
9 14 5 0 20 -8 16 11
WP Wholesale (Farm) Price RP Retail Price
21Econometric Model
- Our empirical model
- Analysis of Private Label Whole Milk eliminates
- Brand effect differences across firm/city
- Milk quality effects (fat content) across
firm/city - Test for asymmetry wrt both farm price and
marketing cost changes (only farm price
discussed) - Incorporate Almon lag structure for marketing
cost and coop price variables (displayed ßs
derived from estimated Almon lag coefficients) - AR(1) error structure (city/firm-specific ?s)
- Test for long-run and short-run asymmetry
22Econometric Model
Number of Lags
- Our empirical model
- t time period, j city/firm, T total no. of
months, J total no. city/firms, N P refer to
pos/neg changes, MC marketing cost index, COOP
cooperative Class I price, MONTH monthly
DVs variables, CITY_FIRM city/firm DVs,
NE_COMP Northeast Dairy Compact DV, Q volume
of milk sales by firm
23Hypothesis Tests
- Long-run farm price transmission asymmetry (H.1)
- Short-run farm price transmission asymmetry
requires at least one of the following to occur
(H.2) -
- Incomplete transmission of farm price changes
(H.3) - Speed of Adjustment joint test (H.4)
24Description of Our Data
- Retail Price Information
- Information Resources Incorporated (IRI)
- UPC Level
- For this analysis private label, whole milk
- Sales Values and gallons sold by firm (not
outlet) - 10 cities included in this analysis
- 1 city in each Federal Order
- Atlanta, Boston, Charlotte, Chicago,
- Cleveland, Dallas, Kansas City, Phoenix,
- Salt Lake City, Seattle, Tampa
- Monthly (weekly) March 1997-Dec. 2004 (94
months) - Data for Key Players (firms) in each city
25Description of Our Data
- Farm Level Milk Price
- Announced Cooperative Class I price
- Prices charged fluid milk distributors by dairy
cooperatives and bargaining federations - Assume uniform processor costs
- Reasonable proxy for the cost of raw product to
fluid milk bottlers - Monthly
- Prices specific to each city
26Description of Our Data
- Marketing Cost Index
- Based on Romain, Doyon and Frigon (2002)
- 54 Processing
- 26 processing labor
- 24 packaging costs
- 4 energy
- 36 Retail
- 31 retail labor
- 5 energy
- 10 Transportation
- BLS data used for all components
- Aggregated using Tornquist-Theil Index with
budget shares assigned as above
27Description of Our Data
- Market Concentration Measures
- Obtained from bi-annual Market Scope
publication - Complete census of value of sales in major
markets across the U.S. for all firms - Markets defined to match IRI data
- Values are interpolated between publication
periods
28Description of Our Data
- Food retailers in each city included in our
analysis
City Retailers Mean HHI
Atlanta 3 1934
Boston 4 1620
Charlotte 4 1879
Chicago 2 1972
Dallas 5 1352
Kansas City 1 1255
Phoenix 3 1754
Salt Lake City 2 1432
Seattle 2 1554
Tampa Bay 5 2320
Above DOJ Limit
29Preliminary Econometric Model Results
- The above assumed a one-way fixed effects model
- Tested using F-test proposed by Baltiga (1995)
- H0 Pooled Data
-
- F-Stat of 71.8 ? reject H0 ? Fixed Effects
- Lag length for MC and COOP determined using AIC
criterion - ? All lags for MC removed
- ? Two lag periods for COOP price change
30Preliminary Econometric Model Results
- Summary of AR(1) Results 31 ? values
- Estimated via Cochrane-Orcutt procedure
All ?s significantly different from 0
31Preliminary Econometric Model Results
- Summary of Results Fixed Effect Coefficients
(City/Firms)
City Retail Firm Number Retail Firm Number Retail Firm Number Retail Firm Number Retail Firm Number
Atlanta 11 13 22
Boston 3 16 18 19
Charlotte 2 5 7 22
Chicago 4 9
Dallas 1 11 12 14 20
Kansas City 8
Phoenix 1 6 16
Salt Lake 1 17
Seattle 1 16
Tampa Bay 1 10 13 21 22
Indicates stat. sign.
15 out of 31
32Preliminary Econometric Model Results
- Summary of Results Misc. Coefficients
Variable Coefficient S.E.
Q -0.00992 0.00079
HHI 0.11827 0.04230
NE_COMP -0.01531 0.03360
significant at least the 0.05 level
33Preliminary Econometric Model Results
- Summary of Results Cumulative Change
Variables, MC and COOP
Variable Coeff. S.D. Variable Coeff. S.D.
MC0P -0.00187 0.00218 MC0N -0.00501 0.00213
COOP0P 0.73112 0.04670 COOP0N -0.20482 0.03995
COOP1P 0.04981 0.05853 COOP1N -0.26976 0.04099
COOP2P -0.02904 0.05236 COOP2N -0.17158 0.03587
significant at least at the 0.05 level
34Preliminary Econometric Model Results
- Summary of Results Hypothesis Tests
Null Hypothesis Value S.D.
Long-run farm price transmission symmetry 0.1057 0.0317
Short run price transmission symmetry after current month 0.5263 0.0640
Short run price transmission symmetry with additional month 0.3063 0.0686
significant at the 0.001 level
35Preliminary Econometric Model Results
- Summary of Results Hypothesis Tests
Price Transmission Characteristic Value S.D.
Positive change in coop price completely transmitted -0.2481 0.0394
Negative change in coop price completely transmitted 0.3538 0.0379
Price Transmission Elasticity (Postive, eP) 0.3820 0.0200
Price Transmission Elasticity (Negative, eN) 0.3283 0.0192
eP- eP 0.0537 0.0161
significant at the 0.001 level
36Next Steps
- Extend method by which market concentration
incorporated into the model - Change functional form to allow market
concentration measures to impact hypothesis
tests wrt price asymmetry - Current model does not allow for this
- Modify HHI to account for population differences
across city - More fully explore the time series aspects of the
data - Co-integration-type model (Error Correction
Model, Capps and Sherwell, 2005)
37The End!