| ANALYSIS |
Characteristics of Sod Farms
Business
Organization Organizational characteristics of the sod farms analyzed
varied. The most frequently reported form of business organization was
the individual proprietorship, with nine producers reporting this form.
Eight producers utilized the corporate form of business and three partnerships
were reported. Six of the nine sole proprietorships were in the less than
100-acre farm size category. Three producers in the less than 100-acre
category utilized the corporate form, probably due to the extent of their
other agricultural activities. All three of the producers in the greater
than 250-acre farm size category were incorporated. Each of the different
types of business organization was used by the farms in the 100-acre to
250-acre farm size category: three corporations, two individual proprietorships,
and one partnership.
Experience
Half of the 20 responding sod producers reported they produced only sod,
while the others reported growing other agricultural products in addition
to sod. Average farm experience reported by this group was 17 years. Experience
growing sod averaged about 12 years with only four growers reporting less
than 5 years' experience. The range of experience in sod production was
from 2 to 33 years.
Land
Responding producers reported managing a total of 4,954 acres in 1983,
with 2,855 acres being owned and the balance being rented or leased. Producers
who reported growing other agricultural products in addition to sod used
a total of 858 acres for these purposes. Of the total acreage reported,
3,166 acres of sod were maintained in 1983 as compared to 2,701 acres
in 1982, a 17 percent increase. Sod acreage per farm ranged from 5 to5
to 817 acres in 1983, with an average size of 158 acres.
Size
and Scope of the Industry Three measures are commonly used to evaluate
the size and scope of the sod industry: (1) total acreage maintained for
sod production, (2) total square yards of sod sold per year 6
and (3) total value of sod sales per year. Each of these methods was used
in this study. However, square yards of sod marketed per year gives a
more accurate indicator of firm size because it provides a direct indication
of a particular firm's dominance in the market.
In
the 1979 study by Adrian et al. (1), it was reported that sod was produced
by approximately 30 growers in 19 counties. By 1983, sod was produced
by approximately 39 growers in 21 counties, table
1. The largest concentration and the majority of producers were located
near or within one of the Standard Metropolitan Areas (SMAs) of the State,
figure 1.
In
1983, Baldwin County maintained 34 percent of the State's sod acreage,
an increase from 7.5 percent of the total in 1979. St. Clair and Lee counties
had the next largest acreages, comprising 19 and 15 percent of the State
total, respectively. Houston and Covington counties were the only two
counties having sod production that were not located near a major metropolitan
area. Five percent of the total sod acreage grown in Alabama was produced
in these two counties in 1983.
There
was an estimated 5,454 acres of sod grown and 7.24 million square yards
marketed in Alabama in 1983, table 2.7
This compared with 3,316 acres of sod grown and 4.32 million square yards
marketed in 1979. Gross income at the farm level in 1979 for all producers
8 of sod in Alabama was estimated to be approximately
$4.2 million wholesale, excluding delivery and installation charges. Total
gross income at the farm level in 1983 was estimated to be $7.1 million
wholesale, excluding delivery and installation charges. This amounted
to an average gross return of $3,932 per harvested acre at the farm level
in 1983, and $3,865 in 1979. Thus, between 1979 and 1983, acreage grown,
square yards marketed, and gross income changed by 64 percent, 67 percent,
and 29 percent, respectively. However, average return per harvested acre
remained relatively constant.
Bermudagrass
was the most widely grown and marketed sod. In 1983, 13 of the 19 producers
grew 1,527 acres of bermudagrass and marketed 3.0 million square yards
for $2.3 million of gross revenue, an average of $3,040 per harvested
acre. The second most important sod produced was zoysiagrass, with 13
growers producing 851 acres and having sales of 507,550 square yards,
which accounted for $868,000 gross revenue, an average of $6,844 per harvested
acre. Centipedegrass was a close third with 742 acres, $616,000 gross
farm revenue, and $4,640 average revenue per acre.
Comparatively,
bermudagrass comprised 56.5 percent of the acres grown in 1979 and 48.3
percent in 1983, figure 2. Tifgreen (328), a
variety of bermudagrass, was most prominent in both years, comprising
about a third of all sod grown. Tifway (419) was the next most important
bermudagrass, comprising 21.4 percent of the total in 1979 and 14.5 percent
in 1983. Both zoysiagrass and centipedegrass increased in acreage between
the 2 years. Acreage of zoysiagrass grown increased from 22 percent to
26.9 percent, while that for centipede grass increased from 20.6 to 23.4
percent. Varietal composition for zoysiagrass (Matrella, Meyer, and Emerald)
remained relatively constant between the 2 years, except that Meyer increased
from 6.6 to 10.4 percent.
Bermudagrass
was even more prominent in terms of acreage sold, contributing 70 percent
in 1979 and 74 percent in 1983, figure 3.
The remaining sod sold was evenly split between zoysiagrass and centipedegrass
for both years. Differences between acreage grown and sold may be attributed
to the fact that bermudagrass can be grown and re-established more quickly
than the other species in Alabama. In terms of gross revenue, bermudagrass
also dominated in both years, contributing 60 percent, figure
4. Zoysiagrass was next in importance, with 22 percent in 1979 and
24 percent in 1983. Relative prices for centipedegrass and zoysiagrass
improved their revenue position with respect to bermudagrass.
To
reflect the degree of concentration of the industry, sod production was
analyzed with respect to alternative farm size categories: less than 100
acres (small), 100-250 acres (medium), and greater than 250 (large). Growers
with sod farms of more than 250 acres produced 58.4 percent of the acreage
of participating growers in 1983, table 3. This represented a 5.9 percent
decline in the percent of total cultivated sod acreage for this group
between 1979 and 1983. However, their total acreage increased by 9.2 percent
during this period. The greatest increase between the 2 years occurred
with producers with less than 100 acres. Their numbers increased by four
while acreage increased by 88 percent and percent of total acreage of
participating growers climbed from 7 percent to 10.9 percent.
Marketing Practices of Sod Growers
The
various marketing and pricing practices utilized by commercial sod firms
in the State were examined, with data concerning output, pricing policies,
market outlets, delivery services, sales expectations, and miscellaneous
marketing practices collected. Also collected were data about growers'
major sources of production and marketing information.
Marketing
Outlets Major buyers and users of sod were divided into five categories:
(1) golf course operators, (2) garden centers, (3) private homeowners,
(4) landscape contractors, and (5) building contractors. Major buyers
of sod were landscape contractors, accounting for 66.2 percent and 34.2
percent of sales in 1979 and 1983, respectively, figure
5. The relative importance of this outlet between the years is probably
not as large as it might seem because the 1979 survey did not isolate
building contractors as a separate outlet, as was done in
1983. Either these two groupings were combined in the initial surveyor
building contractors have become a more important segment of the market.
Also, direct sales to homeowners have become more important with an increase
from 12 to 22 percent in terms of both volume and value of sales.
Distribution
Practices The majority of sod produced in Alabama was marketed within
the State. However, the relative proportion of in-state marketings declined
slightly, from 78 to 72 percent, between 1979 and 1983, respectively,
figure 6. Major sales locations were the Montgomery,
Birmingham, and Tuscaloosa markets. Other important sales areas included
Mobile and Huntsville.
Out-of-state
markets included the neighboring states plus Arkansas,
figure 7. Georgia accounted for approximately 70 percent of the out-of-state
sales, with Florida (13.3 percent) being the next most important in 1979
and Tennessee (24.7 percent) being next most important in 1983. Sales
in the Atlanta area comprised a major part of the Georgia component.
Shipping
Practices Of participating growers, almost 85 percent of the operators
were able to provide delivery service to customers in 1983. All of the
medium- and large-size firms provided delivery to customers; whereas,
7 of the 10 small firms provided this service.
Three
methods of delivery charges were used by the sod growers who offered delivery
(transportation) services: (1) per load, (2) per square yard, and (3)
per loaded mile. Delivery per truckload ranged from $150 to $235; charges
per loaded mile ranged from $0.50 to as much as $1.75. Transportation
charges per square yard ranged from $0.06 to $0.25. The larger firms were
willing to deliver sod to any area within the Southeast if transportation
costs were paid by the buyer. Medium-size firms were willing to deliver
sod within a radius of up to 135 miles. Small-size firms preferred to
restrict deliveries to within a radius of approximately 100 miles.
All
firms, regardless of their size, reported selling some of their marketable
sod directly from the field. The percent of total sales made at the field
ranged from 1 to 100 percent. It should be noted that the percentage of
marketable sod sold in this manner decreased as farm size increased. On
average, larger farms sold less than 8 percent of total volume in this
manner, while farms of less than 100 acres sold 76 percent of the total
marketable sod directly from the field.
Pricing
Policies In the previous study by Adrian et al. (1), it was determined
that there was no central market in which wholesale and retail prices
for sod were determined. Again, in 1983, there was no evidence to show
that a central market had been established.
The
most popular method for determining the selling price was for smaller
producers to set their price based on what larger producers were charging
and what local demand was anticipated to be. Normally in the spring, growers
would contact other growers to determine what prices were being quoted.
Producers would then estimate supply and demand conditions facing them
in order to set a price that would be competitive with other producers
and reflect market conditions. Twelve of the 19 producers (63 percent)
reported using this method as a guide to determine the selling price for
all species of sod.
Of
the responding growers, 80 percent reported selling at least some of their
product at the wholesale level. Eleven of the 19 growers also reported
some retail sales. Three of the respondents sold sod at the retail level
only, while seven growers sold only at the wholesale level. In most cases,
home- owners could buy at the wholesale price only if large quantities
(usually over 250 square yards) were purchased. In some cases, wholesale
prices were available only to middlemen, such as landscape contractors.
For
producers who sold at wholesale and retail levels, the retail price charged
was usually determined by adding an additional 20 to 25 percent to the
wholesale price. Another method used to differentiate wholesale-retail
customers was to charge a price based on the amount of sod purchased,
with larger purchasers receiving a discount.
Prices
for 1982 and 1983 remained fairly stable for farms of greater than 100
acres. Price usually varied by only $0.25 per square yard between the
wholesale and retail levels, table 4. However,
for smaller farms, prices set by growers varied by as much as $1.25 per
square yard between wholesale and retail markets. There was, without exception,
an inverse relationship between farm size and price. As farm size increased,
prices for all species of sod decreased.
Sales
Volume Responding growers reported actual sales of 3.67 million square
yards of sod in 1979 and 4.06 million square yards in 1983, table
5. Bermudagrass accounted for 69 and 74 percent of the total sales
volume for 1979 and 1983, respectively. Zoysiagrass accounted for approximately
16 and 13 percent of sales volume in 1979 and 1983, respectively, and
centpedegrass accounted for 15 percent in 1979 and 13 percent in 1983.
Producers
marketed sod in four product forms: (1) strips or blocks, (2) rolls, (3)
sprigs, and (4) scrap grass. In 1983, over half of the volume of sod produced
by responding growers was marketed as rolls. Blocks or strips of sod accounted
for 43 percent of the total volume marketed and scrap grass
accounted for 3 percent. One percent of total volume of marketable sod
was in the form of sprigs.
Producers
reported sales of sod in all months of the year in both 1979 and 1983,
figures 8 and 9.
May and June were months of peak sod sales, with April, July, August,
and September following in importance, respectively. Seventy-three percent
of the total volume of sod was marketed in April-August 1979; 62 percent
was marketed during this period in 1983. The more even distribution of
sales in 1983 seemed to indicate that producers have improved their cash
flow or, at least, that sales are not so seasonal. In 1983, producers
were asked if the percentage of sod cut and marketed per month varied
from year to year. Only four producers responded affirmatively. The major
reasons offered for variation related to availability of grass in the
winter months and weather conditions throughout the year.
Market
Share Growers with large operations dominated sod sales in both volume
of sales and revenue generated in both 1979 and 1983, table
5. Also, the position of these groups in the market remained relatively
constant between the years. Growers with large operations accounted for
70 and 71 percent of the volume and 68.4 and 67.7 percent of the revenue
in 1979 and 1983, respectively. Medium-size operations' component remained
relatively constant between the 2 years at about 19 percent for both sales
volume and revenue. The higher prices charged by smaller growers tended
to result in the revenue share (13 percent) being slightly higher than
the volume share (10 to 11 percent).
Advertising
Thirteen of the 19 growers (68 percent) reported using advertising to
promote sales in 1983. Advertisements in the yellow pages and local papers
were the two most popular media used. A total of $65,000, or about $0.02
per dollar of sales, was spent by responding growers on advertising in
1983. The range of dollars spent by firms on advertising ranged from $25
to $38,000, or from less than $0.01 to $0.06 per dollar of sales. Growers
in the greater than 250-acre category accounted for 85 percent of all
expenditures for advertising. Average outlays per dollar of sales for
this group was $0.01.
Miscellaneous
Marketing Practices Fifty-three percent of the participating growers
provided sod installation services for their customers, an increase from
27 percent for the 1979 survey. As stated earlier, landscapers were the
major buyers of marketable sod; thus, provision of installation services
by producers would force these producers to compete directly with their
major buyers. However, growers who did provide installation services installed
only 6 percent of the total volume of sod marketed in 1983. Thus, the
degree of competition was not great.
Marketing
and Production Data Sources Sod producers were asked to list their
sources of marketing and production information. The most common source
of production information was from the Alabama Agricultural Experiment
Station and the Alabama Cooperative Extension Service of Auburn University.
Other sources included trade shows, short courses, professional magazines,
and personal experience.
For
marketing information, no one source of information was predominantly
used. Growers received marketing information from several sources, which
included professional magazines, Auburn University, short courses, and
the growers' personal experiences.
Characteristics of Landscape Contracting Firms and
Their Marketing Practices
Estimates
provided by interviewed sod producers showed that approximately 35 percent
of the sod produced and marketed in the State was purchased by landscape
contractors. Since landscape contractors provide a vital link in the marketing
chain for sod, a need exists for information relative to their activities
in the marketplace.
Through
use of telephone directories, 34 established landscape contractors in
the six Standard Metropolitan Areas of Alabama were identified and contacted.
A total of 22 of these landscape contractors fully participated in the
study. Information concerning general characteristics of the firms, their
clients, sources of grass, market areas, services provided, and pricing
policies were collected and summarized.
General
Characteristics of the Firms Total gross sales for all products, including
sod, and services provided by the 22 responding landscape contractors
were estimated to be approximately $2.4 million in 1982 and $2.8 million
in 1983. Using the average sales for the responding firms, an estimate
of sales for the 34 identified firms was generated. This amounted to $5.5
million for 1982 and $6.1 million for 1983.
Total
volume of sod purchased and handled by the surveyed firms was 299,400
square yards in 1982 and 540,400 square yards in 1983, a 45 percent increase.
Gross sales of sod accounted for nearly 44 percent of total gross sales
in 1982 and for nearly 35 percent of total gross in 1983. Again, using
average sales of sod by responding firms, estimates can be made for all
34 firms. These amounted to $2.3 million for 1982 and $2.1 million for
1983.
Of
those reporting sales figures, over 69 percent reported gross sales to
be under $50,000, 25 percent had sales between $50,000 and $100,000, and
6 percent had sales over $100,000 in 1983. For 1982, 56 percent reported
gross sales of sod under $50,000, 38 percent had sales of sod between
$50,000 and $100,000, and 6 percent had sales of sod over $100,000.
Average
years in operation was almost 11, with a range from 1 to 36 years. Eleven
firms (52 percent) had been in operation for less than 10 years. Five
firms had begun operations in the last 1 to 3 years.
Primary
Marketing Outlets Primary customers of landscape contractors were
divided into four categories: businesses, households, builders/contractors,
and government agencies. Of these markets, builders/contractors was the
major customer with 46 percent of the total volume of sod sold to them,
figure 10. Businesses, households, and government
agencies purchased 22 percent, 19 percent, and 9 percent, respectively.
Athletic facilities and golf courses were also mentioned as using sod
by several of the participants, but they accounted for less than 5 percent
of the total sod volume sold.
Growth
Potential of Markets To evaluate market potential for the alternative
outlets, landscape contractors were asked to rank the growth potential
for each grouping. A ranking scale of 1 to 5, with 5 being the lowest
potential and 1 being very high potential, was used. Each outlet grouping
except government was viewed as having much market potential. Of all participants,
46 percent believed that the builders/contractors market had very
high growth potential and 45 percent believed the household held
very highgrowth rate potential. Private business was believed
to offer good future market potential with 38 and 36 percent of the contractors
rating it as having very high or high growth potential,
respectively, table 6.
Services
Offered by Contractors Primary services offered by landscape contractors
included sod installation, lawn maintenance, design, construction, and
irrigation. Other services mentioned by landscape contractors included
operation of a garden center or nursery, tree removal service, and seeding
of lawns. Eighty percent of all participating contractors offered at least
three of the primary services. All landscape contractors offered sod installation
services. Landscape design was the next most frequently provided service,
with 90 percent of the participants providing it. Almost 60 percent of
all contractors provided maintenance and construction services.
Sources
of Grass Due to the increased demand for sod by contractors and the
short supply of the different sod species, a single supplier of sod was
usually insufficient to meet a landscape contractor's needs. Therefore,
in most cases, landscape contractors had more than one major supplier
of sod. Thirty-three percent of the contractors surveyed used one supplier
and 67 percent used at least two suppliers.
Five
landscape contractors used suppliers outside Alabama in addition to in-state
suppliers. Out-of-state suppliers were located in Georgia and northwest
Florida. All sod came directly from sod farms, with no contractor producing
sod. Distance from landscape contractors to suppliers ranged from 5 to
500 miles and averaged 210 miles.
Sod
Installation Services All landscape contractors provided sod installation
services to their customers. However, most had only started installing
sod in recent years. This recent trend can be explained by the steadily
growing demand for landscaping services m general and the growing demand
for sod in particular. Seventy-three percent of all landscape contractors
interviewed had been installing sod for less than 10 years. Average years
of sod installation by landscape contractors was 8 years, with a range
from 1 to 30 years. Of those providing installation service less than
10 years, five firms had been installing sod 1 to 3 years. Landscape contractors
generally sold sod to customers residing within a radius of 60 miles of
their operation.
For
the most part, if contractors went outside their county for installation
service, it was only to adjacent counties. Forty-three percent of all
contractors provided installation services to customers located in at
least two or more counties outside the county of operation. Forty-three
percent of the contractors provided services only in their county of operation.
Of the 22 contractors surveyed, only 1 provided services throughout the
State. Two contractors provided installation services to nearby counties
in northwest Florida and southeastern Mississippi.
Of
the 540,400 square yards of sod handled by responding landscape contractors
in 1983, 91 percent was installed by these firms. Thirteen of the 22 firms
installed 100 percent of their sod sales. Three firms installed at least
90 percent of the sod they handled and four had a nursery or garden center
business in addition to their landscape contracting service. The remaining
sod that was not installed by the contractor was usually sold directly
to the general public.
Species
and Product Forms Used Four sod species were sold: bermudagrass, centipedegrass,
St. Augustinegrass, and zoysiagrass. Bermudagrass and centipedegrass accounted
for 76 percent of total sod volume handled and installed by participating
contractors and zoysiagrass accounted for 20 percent, figure
11. Product forms used by contractors for installation services were
primarily blocks and rolls of sod. Over 65 percent of the total volume
of sod purchased by contractors for installation purposes was in the form
of blocks. Rolls of sod accounted for 32 pertent of the total volume installed.
Sprigs of sod accounted for less than 1 percent. Blocks and rolls of sod
were used primarily because of the customers' desire to have an instantaneous
lawn.
Seasonality
of Sod Sales Responding contractors reported that sales of sod occurred
in all months of the year. However, the months from April to August inclusive
were when most sales occurred (76 percent of the total volume), figure
12. June was the month of peak sod sales with 20.9 percent. May, July,
and August followed with 15.8, 16.0, and 13.4 percent, respectively.
Pricing
Policies Almost 80 percent of the contractors reported their method
of determining price for sod installation as being based on the cost of
the sod species on a square yard basis plus site preparation costs which
included costs for labor and materials. An additional charge may be added
depending on whether the sod had been delivered to the site by the supplier.
A
flat rate which included a predetermined percentage mark-up
was used by the remaining 20 percent of the participants to determine
their installation prices. This flat rate was based on the
contractor's cost per square yard of sod. The contractor used the same
pricing method for all markets.
Landscapers'
Observations Relative to the Industry Landscape contractors were asked
to give their opinions and observations relative to the demand for sod
and the future of the sod industry. The most frequent response by participating
contractors was that the demand for sod will continue to steadily increase
in the next few years. One of the major reasons for this opinion was that
consumers are becoming more conscious of the appearance of their lawns
and yards. Thus, through using sod, the instantaneous lawn they desire
can be obtained.
Contractors
believed that demand for bermudagrass and centipedegrass should increase
more than for other species due to the relatively low cost of bermudagrass
and shade tolerance of centipedegrass. Also, contractors believed that
the builders/contractors and homeowners markets would continue to use
centipedegrass and bermudagrass more than other species of sod.
The
future of the sod industry appeared bright to the landscape contractors
interviewed. Due to the increasingly strong demand for sod, contractors
believed the industry would grow to meet this demand. With this industry
growth, more sod farms and larger existing units producing a quality sod
would .be needed. Also, contractors believed that improvements in delivery
services would be needed to maintain marketing efficiency.
Consumer Level Market for Sod
In
recent years, consumers have shown increasing interest in using sod
in their landscaping activities. However, consumption relationships
reflecting the importance of selected socioeconomic characteristics
of homeowners and their holdings on sod purchases have not been examined.
A
need exists for information concerning how familiar homeowners are with
the different sod species and forms and the characteristics of homeowners
who have purchased sod. This information should allow producers and
dealers in the sod industry to better understand their market area and
composition and aid them in making viable decisions with regard to marketing
their product.
Data
were gathered on product recognition of sod by household members interviewed
and previous market activities of homeowners who have purchased sod.
Results from analyses using Ordinary Least Squares (OLS) and Tobit statistical
models are presented along with analysis of general characteristics
of individuals included in the sample.
General
Product Recognition For this portion of the study, 200 homeowners
whose names were obtained through a random sample were interviewed by
telephone. Information concerning product recognition was obtained to
determine how familiar household heads were with sod. Specifically, homeowners
were asked: (1) whether they were familiar with the term turfgrass-sod;
(2) the different kinds or species of sod with which they were familiar;
(3) the different product forms with which they were familiar; and (4)
how they learned about the different species and product forms.
Of
the 200 households interviewed, 143 (72 percent) were familiar with the
term turfgrass-sod. However, of the 57 respondents who said
"no" initially, 42 household heads actually knew what sod was
after the term was defined. Even though these households were initially
unfamiliar with the term, they were frequently able to identify different
species of sod.
Eighty-seven
percent of the households interviewed were familiar with the different
species of sod available: (1) centipedegrass, (2) bermudagrass, (3) St.
Augustinegrass, and (4) zoysiagrass. Approximately 80 percent of the household
heads were familiar with two or more species. Bermudagrass and zoysiagrass
were the two species with which homeowners were most familiar; centipedegrass
and St. Augustinegrass followed, respectively.
Surveyed
heads of households were asked if they were familiar with the different
product forms of sod: (1) sprigs, (2) plugs, (3) squares or blocks, and
(4) rolls. Of the 200 households, 141 owners were familiar with at least
one of the four product forms. Approximately 70 percent of the 141 owners
were familiar with all four product forms.
Information
sources that homeowners used to become familiar with the different species
and product forms were obtained from respondents. Past experience
in using sod was the most frequent response given by homeowners.
Forty-five percent of homeowners interviewed stated this as being the
most important source of information. The next most important source,
as stated by 23 percent of the respondents, was friends or neighbors.
Information from gardening magazines and newspapers was mentioned by 20
percent.
Characteristics
of Sod Purchases Thirty-two percent of the survey group had purchased
sod for home use within the last 3 years. Of the sod species bought, the
most popular was centipedegrass, which accounted for 36 percent of all
sod purchased. Bermudagrass, zoysiagrass, and St. Augustinegrass accounted
for 31, 28, and 5 percent, respectively, of species bought and used. Average
purchase reported by homeowners was 1,238 square yards, with an average
price of $1.74 per square yard.
Seventy-seven
percent of all sod bought was in the form of blocks. Rolls of sod accounted
for 23 percent. No purchase of sod in plug or sprig form was reported.
Types
of outlets at which purchases of sod were made included: (1) landscaping
firms, (2) nurseries, (3) retail outlets, (4) turf farms, and (5) roadside
outlets. Thirty-nine percent of all sod purchased came from nursery centers
located an average distance of 5 miles from the purchaser's house. Most
purchasers who bought from this type of outlet stated that proximity to
home and professional advice were primary factors influencing use of this
type outlet. Sod farms and landscaping firms were outlets used by 27 and
25 percent of homeowners, respectively. Less than 10 percent of purchases
were made from retail and roadside outlets. The average distance traveled
to purchase sod at these outlets was 17 miles.
Statistical
Analysis Knowledge of the factors which influence consumer purchasers
of sod is important to producers and middlemen in the industry. Therefore,
data were gathered to provide specification, estimation, and interpretation
of consumption relationships for sod. Certain socioeconomic characteristics
and characteristics of the homeowner's house and lot are included in theoretical
models which are designed to explain purchases of sod at the consumer
level. Details of the specific OLS and Tobit models are presented in the
Appendix.
The
coefficient of determination (R2) of 0.42 for the OLS model
implied that 42 percent of the variation in the amount of sod purchased
was explained by the independent variables specified in the model, table
7. Size of lot, price of sod, and property value had significant impacts
on sod purchases. Neither lot size nor property value had correct expected
signs. Property value had a curvilinear impact on sod purchases, with
purchases declining initially with increases in value and eventually flattening
and then increasing, For size of lot, an increase of 1 square foot will
cause a decrease of 0.05 square yard or 0.47 square foot of sod purchased.
The price coefficient indicates that for each dollar decrease in price
of sod, purchases would increase by 1,170 square yards. Or, alternatively,
a 1-cent decrease in price of sod would increase sod consumption by 12
square yards per household.
To
gauge sensitivity of quantity of sod demanded to price, the price elasticity
of demand was estimated. Price elasticity is defined as the percentage
change in quantity demanded resulting from a 1 percent change in price,
other factors being constant. A price elasticity of demand of 1.83 was
calculated using mean values for the price and quantity of sod purchased.
Therefore, it was elastic. Thus, the percentage change in quantity is
greater than the percentage change in price, implying that quantity demanded
is highly responsive to a price change. For a 1 percent change in the
price of sod, a 1.83 percent change in quantity demanded will occur. Since
the model is estimated for all species of sod, the elasticity reflects
to some extent the sensitivity of purchases across sod species.
Tobit
Model Regression
coefficients for the Tobit model were substantially larger than OLS estimates,
table 8. The OLS estimates yield changes
in the dependent variable attributable to unit changes in the independent
variables. To determine how changes in the independent variable influence
changes in the dependent variable in the Tobit model, regression coefficients
were multiplied by a factor of proportionality (0.2068) at the sample
means. By doing this, the relationship between the independent variables
and dependent variable can be analyzed.
The
correlation between the observed (Y) and predicted (Ý) values of
sod purchases in the Tobit model was 0.28. Degree of interest in landscaping,
white-collar occupation, other occupation, house age, and income were
significant. All variables except white collar occupation, other occupation,
and lot size had the correct expected signs. House age was included in
quadratic form to account for the possibility that a marginal effect on
purchases of sod may occur as the house becomes older, assuming the other
relevant factors remain unaltered.
Of
the statistically significant variables, interest in landscaping, occupation,
and house age had the strongest impact on sod consumption. For households
interested in lawn appearance, the estimated coefficient indicated that
these house holds would purchase 530 square yards more sod than households
showing little interest in lawn appearance and landscaping. The estimated
coefficients for the white collar occupation and other occupation classifications
showed that these households would tend to buy 611 and 517 square yards
of sod less than those in the blue collar grouping, respectively. House
age exhibited a curvilinear relationship with sod purchases. Sod purchases
declined initially with increases in the age of the house, then stabilized
and increased. The income variable was significant but had little absolute
impact on sod purchases. For a $1.00 increase in income, purchases of
sod would increase by 0.013 square yard.
Summary
statistics for the Tobit analysis are presented in table
9. The first three columns, after the variable column, depict the
change in the unconditional expected value, the change in conditioned
expected value, and the change in probability of purchases due to unit
changes in the independent variables, respectively. The last three columns
indicate the responsiveness of sod purchases to a 1 percent change in
the particular variable at the sample means of other variables. The first
of the three columns reflects the total response and the latter two reflect
decomposition of the total into quantity (adjustments in purchases by
those already in the market) and market participation (entry in and exit
from the market) components. It is important to note that the market participation
component dominates the quantity response component for all variables.
Of
particular importance in this model is the sensitivity of sod purchases
to changes in income. Table 10 provides income
elasticity estimates, which were derived from the model. The last three
columns show, respectively, the estimated income elasticity, the market
participation component, and the quantity response component. These elasticities
are based on a 1 percent change at the sample means.
At
an income level two standard deviations above the mean (I + 2 ),
a 1 percent change in income would alter quantity purchased an estimated
1.83 percent; i.e., 1.30 percent due to entry or exit of households into
the market and 0.53 percent due to adjustments in consumption by households
purchasing sod. For a 1 percent decrease in income at this income level,
quantity of sod consumed would decrease by 1.83 percent; that is, 1.30
percent due to households exiting the market and 0.53 percent due to adjustments
in consumption by households already purchasing sod. Similar inferences
can be offered for other specified income levels. Given these estimates,
basically at income levels below about $30,000, the income elasticity
estimate reflects inelasticity; that is, a lack of responsiveness of purchases
to changes in income. However, as income increases beyond this level,
consumers become more responsive in terms of purchases. This estimate
holds important implications for growers as incomes increase. Also, it
reflects the importance of higher income areas as markets for sod.
6 For the purpose of this study, 4,000 square
yards of marketable sod are assumed to be produced per cutting per acre
unless specified otherwise. A mean cut-out percentage of 34.9 percent
was used for 1982 and 1983 estimates of square yards produced.
7 Estimate includes approximately 2,290 acres
of sod produced and 3.2 million Square yards marketed In 1983 by 19 growers
who chose not to participate in the survey.
8 When estimating gross income contributed
by those growers who did not participate in the study, a weighted average
price was computed from the prices provided by participating growers.
The wholesale price computed for 1979 was $0.967 per square yard; it was
$1.05 for 1983.
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| SUMMARY
AND IMPLICATIONS |
Summary
The
sod industry in Alabama has grown rapidly since the late 1960's and continues
to grow into the mid-1980's. With this rapid growth, those involved in
the industry have become interested in marketing information. However,
a lack of economic data concerning the marketing aspects of sod has characterized
the industry. Results of this study offer a source of information that
provides insights into the nature of the sod market and the marketing
channels of this industry.
There
were three major objectives of the study: (1) to determine marketing practices
and pricing policies of sod producers at the farm level; (2) to analyze
activities of landscape contractors as they relate to the sod industry;
and (3) to determine consumption relationships for turfgrass-sod at the
consumer level giving emphasis to isolating characteristics of sod purchases
and purchasers.
Individual
sod growers were contacted in the winter of 1984 through a mail survey.
Of 39 commercial sod growers in production, 20 participated in the study.
Homeowners were contacted in six Standard Metropolitan Areas through a
telephone survey with 200 households participating. Landscape contractors
located near the six Standard Metropolitan Areas were contacted for personal
interviews. Of 34 established landscape contracting firms identified,
22 firms participated.
Thirty-nine
growers were estimated to produce 5,454 acres of sod in 1983. Total gross
income was estimated to be $7.1 million. This represented an increase
from 1979 of nine producers, 2,138 acres, and $2.9 million in gross income
at the farm level. Gross return per acre changed little between the two
years, $3,805 in 1979 versus $3,932 in 1983.
Bermudagrass
was the most widely grown and marketed sod in 1983 in terms of acreage
grown (48 percent), acreage sold (74 percent), and revenue generated (60
percent). Zoysiagrass was next in importance. Tifgreen (328) was the most
popular bermudagrass grown and Emerald was the favored zoysiagrass.
The
major buyers and users of sod were landscape contracting firms, accounting
for 34 percent of total sod sales in 1983. Garden centers and homeowners
had 22 percent each of total sales. Building contractors and golf course
operators accounted for 16.7 percent and 5 percent of total sales volume,
respectively.
A
total of 4.06 million square yards of sod was marketed by 19 participating
producers in 1983. Less than 4 percent of the total sod marketed was in
the form of sprigs or plugs. Rolls (53 percent) and blocks (43 percent)
of sod were the two major product forms marketed. Of the total quantity
marketed, 28 percent was sold in out-of-state markets in 1983 as compared
to 22 percent in 1979. Georgia accounted for approximately 70 percent
of the total out-of-state sales in both years, with Tennessee becoming
more important in 1983 (25 percent). Other out-of-state markets included
the neighboring states plus Arkansas. For markets within the State, major
sales locations were in the Montgomery, Birmingham, and Tuscaloosa areas.
Other important sales regions included Mobile and Huntsville.
Sod
markets were dominated by large growers (over 250 acres) who accounted
for 71 percent of the total sales volume in 1983. Peak sales of sod occurred
in the months between April and September inclusive, with May and June
being dominant for both periods. However, less seasonality was noted for
1983 production.
No
central market in which wholesale and retail prices are determined existed.
Pricing policies were established on an individual firm basis. Sixty-six
percent of the participating producers used this method as a guide to
determine selling prices for their sod. Small producers, in order to remain
competitive, set their prices according to prices established by larger
firms. Wholesale-retail price differentials were usually determined by
the amount of sod purchased. Sod prices reportedly decreased as farm size
increased.
Builders/contractors
(46 percent) were the major customers of landscape contracting firms,
followed by businesses (27 percent), households (23 percent), government
agencies (11 percent), and athletic facilities (4 percent). Markets considered
to have very high growth potential were the builders/ contractors
and household markets.
Primary
services offered by landscape contractors were sod installation and landscape
design, with 100 percent and 90 percent of all firms offering these services,
respectively. Sod installation was a fairly new service offered by landscape
contracting firms. On average, this service has been provided by contracting
firms for only 8 years. Of the 540,400 square yards of sod handled by
these firms, 493,110 square yards were installed. Bermudagrass and centipedegrass
were the two most popular sod species used for this purpose, accounting
for 75 percent of all sod installed. Product forms used by contractors
for installation services were primarily blocks and rolls of sod.
Seasonality
of sod sales by landscapers for installation was similar to seasonality
of sales experienced by sod producers. The months April to August inclusive
accounted for 76 percent of the total volume of sod purchased by customers
of landscape contracting firms, with June being primary and accounting
for almost a third of this total.
To
meet their demand for specific sod species, 66 percent of the contracting
firms had at least two major suppliers of sod. No contracting firm produced
sod nor did any of these firms plan to do so in the near future.
The
ordinary least squares method was used to analyze certain socioeconomic
characteristics that influenced purchases of sod. For this model, data
from sod purchasers in the random sample and supplemental data from 35
known purchasers of sod were used. The coefficient of determination was
0.42, implying that 42 percent of the variation in the amount of sod purchased
was explained by the independent variables specified. The model determined
that price of sod, lot size, and property value were significant factors
explaining purchases of sod. Price, as expected, had a negative impact
on purchases of sod. For each 1 cent decrease in price, 12 additional
square yards of sod would be purchased. Price elasticity of demand was
estimated to be 1.83 and was, therefore, elastic. This implied that for
a 1 percent change in the price of sod, a 1.83 percent change in quantity
demanded would occur.
The
property value coefficient was expressed in quadratic form and had a strong
impact on sod purchases. With increases in property value, sod purchases
declined initially, stabilized, and eventually began to increase. This
phenomenon can be explained by the property owner's desire to increase
property value by adding to the aesthetic quality of the house and lot
through purchases of sod and landscaping products.
Lot
size was a significant factor affecting the amount of sod purchased; however,
it had a small negative impact on sod purchases. The negative relationship
may be explained by the fact that as lot sizes increase, households may
opt to use available yard for alternatives other than additional planting
of sod, or landscaping may be included as a part of the contract price
for the house.
Tobit
analysis was used to estimate the consumption relationship for sod and
the probability of purchases of sod by households. The degree of correlation
between the observed and predicted values of sod purchases was 0.28, which
implied that 28 percent of the variation in square yards purchased was
explained by the independent variables specified. Variables having a significant
influence on sod purchasers were income, degree of interest in landscaping,
occupational status, and house age.
The
interest in landscaping variable indicated purchase of 530
more square yards for such households than for households noting no interest
in landscaping. Those in white collar occupations and the other
occupation category would purchase 611 and 517 square yards less
than those in blue collar occupations, respectively. House age had a curvilinear
impact on sod purchases, with purchases declining initially with house
age and eventually flattening and increasing.
Summary
statistics from the Tobit model showed that market participation response
was greater than quantity response for all independent variables. Specifically,
this meant that for a 1 percent change in an independent variable, the
entry-exit phenomenon into the sod market had a greater impact than did
the adjustment in quantity of sod consumed.
Income
elasticities at alternative levels were calculated. Values were elastic
at all incomes above about $31,000. At all income levels, for a 1 percent
change in income, the market response was the most important component
of the income elasticity. This entry-exit phenomenon accounted for at
least 70 percent of the total market adjustment to a change in income.
Implications
The
future of the sod industry in Alabama appears to be bright. With increased
demand for sod by market outlets, particularly landscape contractor and
household outlets, acreage of sod should continue to increase each year
to meet this demand. The 1979 study by Adrian et al. (1) predicted increases
in acreage of zoysiagrass, centipedegrass, and St. Augustinegrass. Planted
acreage of these specific grasses has increased since 1979 and will continue
to do so. While there have been increases in planted acreage to all of
these grasses, significant increases in centipedegrass and bermudagrass
production should occur due to increasing demand by landscapers and households,
in particular.
Rolls
and blocks of sod should continue to be the major product forms made available
to marketing outlets. It does not appear that there is a large and substantial
market for sprigs or plugs of sod in Alabama in present market outlets
or potentially new market outlets. Of the households in this study, 58
percent stated they would not purchase these alternative product forms
at retail outlets and 91 percent stated they would not purchase these
alternative product forms through mail order outlets.
Increases
in sod acreage may occur two ways: by existing units expanding operations
and by more sod farms entering the industry. Smaller existing farms should
increase acreage planted to take advantage of economies of size, thus
utilizing their equipment and machinery more efficiently and spreading
fixed costs over more acres. The concentration and majority of sod farms
should remain relatively close to their major markets, which are in or
near the Standard Metropolitan Areas of Alabama. Thus, with more sod in
production and available to marketing outlets, delivery services to these
marketing outlets should improve and thus help maintain market efficiency.
Little
advertising was used by sod producers ($0.02 per dollar of sales on average)
to promote their products and make the general public more aware of the
quick and easy establishment of sod to obtain an aesthetically desirable
lawn. Through advertising and consumer education, existing markets could
become stronger and potential markets might develop. By placing more emphasis
on stimulating homeowners' interest in lawn appearance and landscaping
through advertising techniques and consumer education, producer and landscape
contracting firms could likely increase sod sales. On the basis of price
elasticity of demand for sod and income elasticities projected in this
study, this can be implied. Price elasticity of demand for sod was determined
to be highly elastic (1.83) at mean impacts. Thus, there appear to be
opportunities for producers and landscapers to increase sales by becoming
more price conscious. By reducing prices of sod 1 percent, quantity demand
of sod should increase 1.8 percent, causing total revenues of producers
and landscape firms to increase. Of course, producers must be knowledgeable
of their costs before such action is taken. Also, since estimates were
made across sod species, the elasticity estimate reflects specie impacts
as well as price impacts.
In
this study, it was indicated that a high percentage of sod sales were
to higher income homeowners. Promoting sod and providing educational programs
could increase sales and open up potential markets to producers and landscapers.
Estimated income elasticities showed that sod purchases by households
were responsive to changes in income above the $31,000 level. This implies
that sod sales will grow as incomes expand in the coming years. As shown
by the results at each income level, the entry/exit phenomenon into the
market accounted for a major portion of the total market response to a
1 percent change in income.
Landscape
contractors were the major purchasers of sod at the producer level. However,
their market share decreased from the 1979 level. The homeowner market
outlet appears to be increasing its market share at the producer level.
This increase in sales directly to households could be attributed to the
purchaser's desire of do-it-yourself projects to avoid professional
installation costs. The builders/contractors outlet appears to be emerging
as a strong market at the producer and landscape contractor level. Demand
for sod and acceleration of new housing construction are interrelated
in that construction of houses directly affects purchases of sod by builders/
contractors and landscape contracting firms. Demand by this market outlet
would be expected to expand during periods when house construction is
increasing.
If
the pattern of use of informational sources continues, Alabama homeowners
will continue to rely on personal experience in deciding what sod species,
product forms, and landscaping materials to buy for their use. However,
personal experience may not be a good or reliable source of information.
Bad experiences may create an obstacle to future purchases of sod. Therefore,
consumer education through increased and upgraded informational sources
may be needed.
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| APPENDIX |
The
OLS and Tobit models were estimated using a theoretical model, which was
implicitly specified as follows:
Y
= f (I, E, 0, A, S, C, V, Z, H, L)
Where:
Y
= sod purchased by the household in square yards,
I
= disposable income of the household in dollars,
E
= education of the male head of household in a 0,1 discrete variable format,
0
= occupation of the male head of household in a 0,1 discrete variable
format,
A
= age of the male head of household in years,
S
= number of children in the household under 18 years of age,
C
= period of occupancy in house in years,
V
= property value, including the house and lot, in dollars,
Z
= size of the lot in square feet,
H
= age of the house in years, and
L
= degree of interest in lawn appearance and landscaping in a 0,1 discrete
variable format.
These relationships are specified theoretically and verified statistically.
Hypotheses are offered relative to expected relationships.
INCOME
(I). The primary constraint affecting household expenditures for goods
and services in a market economy is the level of family income. Individual
family preferences and needs must be consistent with the limits of the
family budget. Households are assumed to allocate available income among
many alternative and competing goods and services to maximize satisfaction.
Thus, income must be considered an important variable in determining the
level of consumer purchases of sod.
For
families with lower income levels, purchase of sod for landscaping purposes
may not be as important as purchases of other goods needed by the household.
At low-income levels, consumption of goods and services is more constrained
than at higher levels of income. Therefore, it was hypothesized that as
income increased, household purchases of sod for landscaping purposes
would increase.
EDUCATION
(E). Educational achievement reflects the abilities, resourcefulness,
and desires of the individual. For the purpose of this study, the male
head of the household was classified as having attained one of four educational
levels: (1) high school degree or equivalent, (2) some college, (3) college
degree, or (4) professional degree. In a study by Badenhop and Trail (3),
it was found that education was positively related to expenditures on
landscaping. Thus, in this study, higher levels of educational achievement
were expected to have a positive impact on sod purchases.
OCCUPATION
(0). Occupations were separated into three categories: (1) white collar,
(2) blue collar, and (3) others. The occupation classification index of
the United States Bureau of the Census (10) was used to determine into
which categories the occupation of the male head of household would be
grouped. The white-collar category included professionals, managers, administrators,
and sales workers. The blue-collar category included those who were classified
by the Census system as being craftsmen, operatives, or service workers.
The others class included those who were retired and housewives
if there was no male head of household present.
In
a study by Raleigh and Smith (8), homeowners in white-collar occupations
tended to be more attentive to their landscaping needs. Homeowners in
this classification had a higher percentage of completely landscaped homes
than owners engaged in other occupations. Therefore, based on these results
and expectations, it was hypothesized that homeowners who held positions
in white-collar jobs would likely purchase more sod for landscaping than
those homeowners classified in the other two groupings.
AGE (A). Age of the head of household may have differing effects on expected
purchases of sod. In the study by Badenhop (2), it was determined that
no apparent relationship existed between the age of the homeowner and
expenditures for landscaping. Only homeowners over 60 years of age spent
somewhat less than homeowners in the other age categories. Intuitively,
it can be hypothesized that a negative relationship exists between age
and purchases of sod. The younger age groups should tend to make sod purchases
for landscaping; whereas, with increases in age, probable purchases of
sod should begin to decrease.
NUMBER
OF CHILDREN UNDER 18 YEARS OF AGE (S). One of the major uses of sod is
to provide an area suitable for recreational purposes of children. Therefore,
it was hypothesized that there was a direct relationship between purchases
of sod and the number of children under 18 years of age living in the
household. In general, it would be expected that households with no children
under 18 years of age would be less likely to purchase sod than households
with children.
PERIOD
OF OCCUPANCY IN HOUSE (C). Years lived in the house was hypothesized to
influence homeowner expenditures on sod. In the study by Badenhop and
Trail (3), no apparent relationship between period of occupancy by homeowners
and expenditures on landscaping was found. However, it could be expected
that individuals who have lived in their present house for a shorter time
would make more purchases for landscaping activities. This was based on
the fact that homeowners who have lived in a house for a short time would
be attempting to complete all major landscaping in a time frame, shortly
after moving into the house. As years lived in the house increase, purchases
should decrease as the yard and grounds become more established.
PROPERTY VALUE (V). Landscaping is considered to be a good investment
by most homeowners. The role of sod, along with other landscaping activities,
adds to completion of the home, improving its appearance and increasing
its value. This investment by homeowners is generally recognized as adequate
justification for landscaping purchases. Thus, it was hypothesized that
sod purchases are positively correlated with the value of the house and
lot. As the value of the house and lot increase, purchases of sod should
also increase.
SIZE OF LOT (Z). The size of the homeowner's lot was hypothesized to be
directly related to sod purchases for landscaping activities. Thus, there
would be a tendency for homeowners to spend more money for landscaping
activities as the size of their lot increased. Homeowners with smaller
lots should purchase less than those homeowners with larger lots.
AGE OF THE HOUSE (H). As the age of the house increases, it was hypothesized
that purchases of sod would decrease. This hypothesis was based in part
on findings by Badenhop and Trail (3), whose results showed that homeowners
living in newer homes tended to spend more money for landscaping activities
than did those living in older homes. Homeowners who lived in houses less
than 10 years old spent considerably more on landscaping than homeowners
living in houses, which were more than 10 years old. Of all participants
in their study, homeowners living in houses over 20 years old spent the
least for landscaping activities.
INTEREST IN LANDSCAPING AND LAWN APPEARANCE (L). The interest that a homeowner
has in landscaping and appearance of the lawn and grounds was considered
an important factor affecting purchase of sod. Homeowners who held any
interest in the appearance of their yard were more likely to make purchases
for landscaping than those homeowners lacking such interest. Therefore,
it was hypothesized that a positive relationship existed between interest
in landscaping and lawn appearance and possible purchases for landscaping
items by the homeowner.
The
theoretical model presented above was used to develop a statistical model
to analyze the impact of various socioeconomic factors on the household
demand for sod and the probability of households making purchases of sod.
A Tobit model was used to estimate the probability of purchases of sod;
the demand for sod was analyzed using Ordinary Least Squares (OLS).
OLS Model
Data
from individuals who purchased sod were aggregated to analyze the demand
for sod. Ordinary Least Squares was used to analyze consumption relationships
that should reflect the importance of selected socioeconomic characteristics
of purchasers of sod. This statistical technique is based on the postulate
that the value of the dependent variable (square yards of sod purchased)
is determined either through a linear or curvilinear form by several explanatory
variables and a disturbance (7, p. 113). Ordinary least squares (OLS)
was used to estimate regression coefficients by minimizing the sum of
the squared deviations from the selected functional form (6, p. 38). Regression
coefficients or parameters of each variable were used to detect the degree
of influence each factor had on square yards of sod purchased.
The
variables in this model were hypothesized to explain the consumptive relationships
of 74 purchasers of turfgrass sod through cross-sectional data. The dependent
and independent variables are defined as they were for the preceding section
and have the same hypothesized relationships. Since a demand relationship
is being evaluated, an additional variable, Price (P), was added to the
model and its specification is as follows:
P
= price of the sod purchased by the homeowner in dollars per square yard.
Economic theory prescribes a negative relationship between quantity demanded
of a good and the price of that good; that is, as price increases, quantity
demanded of that good should decrease and vice versa.
Curvilinear relationships were also evaluated in this model using the
quadratic form.
Several
of the statistical problems encountered with the OLS model were also encountered
with the Tobit model. These were addressed in a similar fashion. Some
of the variables previously hypothesized to influence sod purchases were
excluded from the statistical model because of the lack of sufficient
data and statistical problems, such as multicollinearity. Educational
variables were excluded from the model due to correlation with occupational
categories. Age of house and years lived in the house were also expected
to be highly correlated; therefore, years lived in the house was excluded
from the statistical model. Number of children living in the house and
age of the male head of household were also excluded for similar reasons.
Tobit Model
While
different functional forms were plausible, estimation of the model would
be complicated by the presence of a relatively large number of observations
for which the dependent variable (amount of sod purchased) was at the
lower limiting value of zero (no purchases). Due to the truncated distribution
of the dependent variable, OLS would have been inappropriate to use because
the assumptions would have been violated (9, pp. 24-36). For these reasons
the Tobit model, developed by James Tobin, was employed. This model was
designed to handle problems, which frequently arise in studies of purchases
of consumer durables (5, p. 131).
The
Tobit technique allows consideration of characteristics of both purchasers
and non-purchasers of sod, thus providing a better representation of the
operation of market forces. Failure to account for the initial decision
process of households to purchase or not can lead to bias in estimated
parameters. Typically, some households would report no expenditures for
sod due to particular reasons, such as established yards, response to
market prices, or general non-preference for sod. Rather than alter or
dispose of these observations that contain zero purchases of sod, the
Tobit model accounts for this information and thus adequately portrays
the full range of household behavior (4, p. 18).
The
independent variables analyzed were both continuous and discrete following
the previously presented implicit theoretical model. Data for two of the
independent variables analyzed were discrete in character and were evaluated
as dummy variables in the (0,1) format. Data for 200 households were analyzed.
The variables hypothesized to explain these consumption relationships
were represented using 1983 cross-sectional data.
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