Household-level analyses of the impacts of commodity promotion programs typically
hypothesize effects on both quantity and timing of product purchases. With
commodity promotion there may be a direct positive impact on amount purchased
and a concurrent reduction in the length of time between purchases. This
reduction in interpurchase time is often referred to as purchase
acceleration. In addition to the direct effects, commodity promotion
efforts can also generate an indirect effect.
With households holding a given inventory, the reduction in interpurchase
time implies smaller purchases per occasion. The possible conflict of the
direct and indirect quantity impacts implies that unless shorter interpurchase
time is recognized, comparing quantity consumed with and without product
promotion may overestimate the true amount by which a particular promotion
campaign increases demand. As a first step in investigating the relationships
between purchase timing, quantity purchased, and commodity promotion, we
focused on the dynamics of the consumer purchase process. We examined the
effect of the use of one type of commodity promotion, coupon-based price
deals, on interpurchase times for cheese, a frequently purchased food commodity.
We conducted this analysis using a data set which consists of a household
panel observed over 170 consecutive weeks from April 1991 to June 1994. In
addition to quantity and price data, we also used information on coupon usage
and household demographic characteristics in the analysis. Only cheese purchased
for at-home consumption was included in this analysis. On each purchase occasion
a household in the panel recorded purchase date, UPC code, expenditures,
and quantity purchased.
We used event history analysis to analyze purchases of four cheese types:
all (excluding cottage), processed, natural cheddar, and cottage cheese.
We used a variety of duration models in our analyses under alternative
assumptions concerning the shape of the frequency distribution of the amount
of time between purchase occasions (interpurchase time), the role of household
characteristics in the determination of such distributions, and the presence
of unobserved heterogeneity (variation) across households in these distributions.
RESULTS
In our duration models, we hypothesized that the distribution of cheese-specific
interpurchase times was affected by the use of coupon-based price deals as
well as household demographic characteristics. In addition to the two variables
used to capture the effect of coupon redemption on the timing of cheese
purchases, we also included several variables as distribution
shifters--household size, age composition of household members,
ethnicity of main meal planner, ratio of household income to poverty threshold
income, lagged purchases, whether or not there was a shelf-price change since
last purchase, dummy variables identifying the Thanksgiving/Christmas period
and summer months, and urbanization of residence area.
For all cheese, we found that over 18 percent of the purchase weeks occurred
with the use of some type of cents-off coupon. This is similar to what we
found for processed cheese. Only 3 percent of cottage cheese purchase occasions
involved the use of some type of coupon. An examination of average interpurchase
time indicated that there was some coupon-driven acceleration of purchases.
For processed cheese there was a 1.9 week difference in mean interpurchase
time for weeks associated with coupon use versus non-coupon use. This compared
with .6 weeks for cheddar and 1.1 weeks for cottage cheese.
Using the results from the duration models applied to the four cheeses, we
conducted likelihood ratio tests on the null hypotheses that the distribution
of interpurchase time was not affected by household demographic characteristics.
This hypothesis was rejected for all four cheese types. We also tested and
rejected the null hypothesis that coupon redemption does not affect the length
of time between purchases.
Using our model results, we simulated survival probability profiles
for a variety of household types. These profiles represent the probability
of a household not purchasing a particular cheese for alternative interpurchase
times (weeks). Figure 1 presents an example of these profiles for processed
cheese. Profiles are presented for coupon-using black, hispanic,
nonminority, and single person households as well as non-coupon-using
households. For processed cheese, non-coupon-using households have a 5-week
survival probability of 25 percent. This compares to 34 percent and 32 percent
for black and single-person coupon-using households, and 19 percent and 15
percent for nonminority and hispanic coupon-using households.
For cheddar cheese, non-minority coupon-using and non-coupon-using households
have very similar survival probability profiles, with black coupon-using
households exhibiting the lowest survival probability profiles.
SUMMARY AND AREAS FOR FUTURE RESEARCH
The use of coupon-based incentive programs continues to be an important marketing
tool. The present analysis investigated one facet of coupon usage, its impact
on the timing of purchases of cheese, a frequently purchased, non-durable
commodity. We estimated a series of duration models for four cheese
classifications: all, processed, natural cheddar, and cottage cheese. Within
these duration models, we incorporated household demographic characteristics
to allow the distribution of interpurchase time to vary across households.
The results of likelihood ratio tests indicated that the household
characteristics included as distribution shifters were statistically significant
explanatory factors.
Two variables were used to account for the impact of coupon redemption on
interpurchase times. Likelihood ratio tests clearly rejected the null hypothesis
that coupon use has no impact on the timing of cheese purchases. As hypothesized,
the use of coupons resulted in reduced interpurchase times for all cheeses.
This impact, however varied across cheese type, especially when considering
the type of household doing the purchasing.
As previous analyses have shown, coupon promotion has direct impacts on purchase
timing and quantity purchased,as well as indirect impacts on quantity purchased
that may counteract the direct impacts. One fruitful area for future research
would be the development a model which takes into account the simultaneous
decisions of coupon use, interpurchase time, and quantity purchased. Previous
analyses have not recognized the simultaneous nature of these consumer decisions.
Our work provides a foundation for future research to analyze the net effect
of coupon promotion on commodity demand and whether or not the costs of such
promotion are justified.
Brian W. Gould is a Senior Scientist with the Wisconsin Center for Dairy
Research and the Department of Agricultural Economics at the University of
Wisconsin-Madison.
Editor's Notes
John E. Lenz
With this issue, we begin the second year of publication of the NICPRE
Quarterly. We thank all of you who took the time to respond to the reader
survey we included in the last issue. Your responses will help us continue
to provide a timely compilation of important program evaluation issues for
your consideration.
In our lead article in this issue, Brian Gould summarizes his recent research
on the impacts of coupon redemption on the timing of consumers cheese
purchases. His results indicate that coupon use does result in more frequent
cheese purchases, but that the impact of coupon use varies depending on the
type of cheese being purchased and the type of household doing the purchasing.
Rick Naczi, in this issues Managers Viewpoint, discusses some
key issues related to program evaluation. He points out that the necessity
for a successful evaluation process to encompass the entirety of the
organizations marketing plan can require the use of a large variety
of measurement tools. Rick also sounds a cautionary note regarding the quality
of data used in evaluation, and suggests that there are times when a manager
must move beyond the data and the guidance provided by evaluation and make
decisions based on his or her skill and intuition.
As you will notice when you turn the page, Harry Kaiser is now writing the
Directors Corner. In his first column, Harry uses the occasion of Olan
Forkers retirement to highlight several of Olans many accomplishments
during his career as an agricultural economist.
Although Olan has officially retired, he retains an active interest in commodity
promotion economics. In this issue he shares some thoughts on why it is important
to include economic analysis in any evaluation strategy.
In May, NEC-63, the research committee on commodity promotion, will be meeting
in Cancun, Mexico in conjunction with the International Food and Agribusiness
Management Associations World Agribusiness Conference. For those of
you who may be interested in participating, weve included some information
on the back page.
Manager's Viewpoint
Rick Naczi, Executive Vice President
American Dairy Association and Dairy Council
Evaluation Is Necessary, But Not a Panacea
I do not think that there is a more difficult challenge for evaluation than
the field of generic promotion. The large number of variables that impact
category sales might lead any sane person to throw up their hands, but generic
promoters are driven to find a way to prove their worth. The key to a successful
evaluative process is the desire to measure everything that is part of the
marketing plan. This means that you have to use a large variety of measurement
tools to accomplish your objective.
The most valuable measurement tool is direct sales data. The problem is that
it is very difficult to generate accurate category data. Many states have
traditionally collected sales figures, but state budget cuts have made that
data less timely and less accurate. In fact, we frequently find major problems
in the fluid milk data from the more well-financed for-profit corporations.
We try, whenever possible, to collect proprietary data from promotion partners,
but the nature of that data makes it unavailable for use in reporting out
to our investors.
Many commodities have had the benefit of using econometric modeling as a
source of return on investment information for their constituents. This type
of measurement suffers from the same problems as direct sales. The data sets
may be incomplete and some information on competitive products is not available
at all. This lack of perfection does not mean that econometrics is not valuable,
it only means that it can be considered only one part of a total evaluative
process.
There is also a place for attitudinal studies and focus group work. These
are the least desirable evaluative techniques, but for some programs they
are all we have. It is impossible to measure long range programs based on
their annual contributions to sales. I do not believe that you should abandon
such programs based on a lack of annual data, but I do believe that you should
always benchmark the components of long term programming. We should never
be allowed to let a program go by unmeasured simply because we are currently
unable to measure its sales impact.
Finally, I believe that evaluation needs to be kept in perspective. I do
believe strongly in research, but I also believe that at some point you must
step out in faith. The evaluative process will give you guidance, but it
will not make your decisions for you. At the point where many companies have
skyrocketed to success, many of their competitors had access to the same
data. Someone used that data and, along with some intuition and skill, made
a move that went beyond the data. We need to continue perfecting our evaluations,
while at the same time avoiding the trap of being paralyzed by the fear of
moving into places where the data will not take us. We need to be even more
cautious about using the data to tell us things that it has no right
communicating.
WHY ECONOMIC ANALYSIS IN THE EVALUATION STRATEGY?
Olan D. Forker
In his Managers Viewpoint column in the first issue of the NICPRE
Quarterly, John Huston, discussed three levels of evaluation: 1) basic
evaluation--counting, 2) level two evaluation--attitudes-behavior-demand,
and 3) key evaluation--return on investment. In recent discussions with several
commodity promotion organizations, I have expanded on Hustons terminology
to put the economic analysis component into perspective. The terminology
I have adopted is counting for level one, monitoring
for level two, and measuring for level three.
Counting involves the collection of data concerning an organizations
activities. This information is necessary to document what you have done
and to make sure you received the services you paid for. This process is
similar to an audit. The data collected is a necessary component of an economic
analysis, but, obviously not sufficient to determine economic benefits.
Data collected at the monitoring level, to assess changes in the marketplace,
is also necessary for economic analysis but, again, by itself is not sufficient
for making economic inferences. Monitoring is likely to involve the use of
consumer surveys to determine how consumer attitudes and purchase patterns
are changing. Information collected by the USDA or some other agency on the
commoditys prices and volume marketed might also be gathered and analyzed
to determine if certain program objectives are being met. For example, if
an objective is to change the attitude that the commodity is unhealthy to
one that it is healthy, a consumer survey conducted over time could indicate
if attitudes did in fact change. Or, if the objective is to increase total
sales, monitoring changes in sales volume over time is necessary. However,
improvements in attitudes or sales volume are not necessarily results of
promotion efforts. Many factors affect consumer attitudes and behavior. To
sort them all out, we need to move to level three.
Economic benefits to the industry, if any, can only be determined by doing
what I refer to as measuring. In the economic analysis of level three, the
analyst attempts to determine whether or not the changes observed by monitoring
the marketplace are associated with the promotion effort. It is possible
that other factors are equally, or more, important in causing changes. How
much influence did price have on sales volume? How much did the weather factors
that influence yield affect the supply available for consumption? Economic
analysis can be very useful in assessing how much of a change, if any, can
be directly associated with a promotion activity and how much can be directly
associated with other forces operating in the marketplace.
An overall evaluation strategy must include consideration of all three components
if economic benefits are to be determined. However, the kind of data collected
for level one and two, and the analysis done under level three must be determined
by and relate to program objectives. Program objectives coming out of a strategic
promotion plan must be stated so that success or failure can actually be
measured, and measured in an objective way. It is also important to note
that the appropriate number of evaluation levels to undertake, and thus the
scope of the evaluation strategy, depend crucially on the size of an
organizations budget.
Director's Corner
Harry M. Kaiser
On December 31, 1995, Olan Forker officially retired from Cornell University
after a long and distinguished tenure in the field of agricultural economics.
I am taking over some of Olan's responsibilities including the directorship
of NICPRE. One of my immediate tasks was writing my first Director's Corner
for the NICPRE Quarterly, which is just beginning its second full
year in existence.
I think it only fitting to dedicate this issue to Olan, who has been a pioneer
in the commodity promotion economics area. While most readers know Olan from
his work in commodity promotion economics, many may not know that he has
also been a leader in several other areas as well. In addition to being a
professor in the department of Agricultural Economics at Cornell, Olan also
served as chair of the department from 1976 to 1985, and chair of the
undergraduate program from 1989 to 1994. He also served as a faculty trustee
at Cornell University from 1984 to 1988. This is a prestigious and important
position conferred upon only two faculty members from Cornell at a time.
Olan was instrumental in getting funding from the Mellon Foundation and running
an M.S. program in economics in Nitra, Slovakia for students from Eastern
and Central Europe. This program currently trains about 25 M.S. students
each year, some of whom have gone on to complete Ph.D. programs in the United
States. Olan has also been a leader in the agricultural economics profession,
serving as president of the Northeastern Agricultural and Resource Economics
Association in 1991, and as a director of the American Agricultural Economics
Foundation from 1988 to 1989. Olan is widely respected and appreciated by
his colleagues for all of the service he has volunteered over the years.
On February 2, 1996, Cornell University honored Olan's achievements and
retirement in a day-long set of activities including a symposium on commodity
promotion economics, a reception, and an evening dinner. On behalf of my
colleagues at NICPRE, I extend to Olan our best wishes in his retirement.
I will also be somewhat selfish and call often upon his expertise in the
future to help continue the excellence in commodity promotion economics that
Olan helped create.
NEC-63 TO MEET IN CANCUN, MEXICO
How do market integration, privatization, and industrialization affect farmer
and government efforts to develop and expand export markets? These subjects
will be examined during the Spring 1996 meeting of NEC-63, the Research Committee
on Commodity Promotion, being held in Cancun, Mexico in conjunction with
the World Agribusiness Conference of the International Food and Agribusiness
Management Association (IAMA). NEC-63 is organizing a symposium titled
Agricultural Commodity Promotion Policies and Programs in the Global
Agrifood System to be held on Sunday and Monday, May 26 and 27, 1996,
preceding the Congress.
The NEC-63 symposium will include several discussion sessions, roundtable
discussions, and research presentations to complement the general IAMA theme
of market integration. A panel of program administrators, including Mr. August
Schumacher, Administrator of the Foreign Agricultural Service of the U.S.
Department of Agriculture (invited) will highlight the NEC-63 program. Other
sessions will examine policy, trade, and effectiveness issues relating to
export promotion.
Persons interested in providing a solicited paper for these sessions should
submit a one to two page abstract and a separate sheet indicating the
authors name, organization, current title, address, fax and phone numbers.
Submissions should also include a brief paragraph describing the authors
interests and activities in the area of commodity promotion. Please send
this information to:
John P. Nichols
Chairman, NEC-63
Department of Agricultural Economics
Texas A&M University
College Station, TX 77843-2124
phone: (409)845-8491
fax: (409)862-3019
The submission deadline is March 15, 1996. Authors of papers selected for
presentation will be notified by April 5, 1996. Registration and other expenses
are the responsibility of participants.
As John Nichols notes in his memorandum announcing this NEC-63 symposium:
The meeting with IAMA is an excellent opportunity to take an international
approach to the issues facing commodity promotion organizations. The IAMA
program is also of great interest to many of us concerned with strategic
issues of global agrifood markets. If you have any questions about
the NEC-63 symposium or the IAMA Congress, please call John at the number
listed above.
Selected Readings
As you may have noticed, this quarter's NICPRE Quarterly has come
with additional publications recently printed by the Cornell Commodity Promotion
Research Program with NICPRE's assistance.
Reberte, J. Carlos, Harry M. Kaiser, John E. Lenz, and Olan D. Forker.
1996. "Generic Advertising Wearout: the Case of the New York City Fluid Milk
Campaign." Department of Agricultural, Resource, and Managerial Economics,
Cornell University, Ithaca, NY. NICPRE 96-01, R.B. 96-01.
This paper examines two major generic fluid milk advertising campaigns in
New York City during the 1986-92 period. Estimates from a time-varying parameter
model show that the evolution of the impact of generic advertising on fluid
milk sales over each campaign followed a bell-shaped pattern.
Ferrero, Jennifer and Harry M. Kaiser. 1996. "Commodity Promotion Economics:
A Symposium in Honor of Olan Forker's Retirement." Department of Agricultural,
Resource, and Managerial Economics, Cornell University, Ithaca, NY. NICPRE
96-02, R.B. 96-04.
On December 31, 1995, Olan Forker officially retired from Cornell University
after a long and distinguished tenure in the agricultural economics profession.
To celebrate his retirement, a symposium dealing with commodity promotion
was held on February 2, 1996 at Cornell University. Over 50 individuals from
academia, government, and industry attended this one day symposium. This
is a proceedings of the all the presentations given.
Ferrero, Jennifer, Leen Boon, Harry M. Kaiser, and Olan D. Forker.
1996. "Annotated Bibliography of Generic Commodity Promotion Research
(revised)." Department of Agricultural, Resource, and Managerial Economics,
Cornell University, Ithaca, NY. NICPRE 96-03, R.B. 96-03.
The purpose of this publication is to present relevant scholarly work
directly related to generic commodity advertising and promotion research
and evaluation in an easy-to-use form for further study and research.
Sources for annotations include professional journals, books, university
staff and working papers, and unpublished reports by commodity consulting
firms.