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ANALYZING MULTIVARIATE DATA (AMD)
by Lattin, Carroll and Green
CD-ROM
This CD-ROM contains the data files used throughout
the AMD textbook. These files, which are organized
on the CD by chapter, are used in the text as
illustrations and sample problems and in the exercises
that appear at the end of the chapters.
The CD-ROM also contains software for some of the
scaling models introduced in Chapter 7 of the text.
The programs -- KYST3, SINDSCAL, and MDPREF -- are
accompanied by their own brief documentation files
(as well as sample input and output files). Please
be sure to read the documentation, as these files
are executable code and may not work on all systems.
Because the AMD text is designed to be used with
many different software packages (e.g., SAS, SPSS,
and so on), the data files are provided in different
formats. Simply copy the files from the CD that are
in the most convenient format for your use.
The following is an alphabetical list (by chapter) of
all the data files on this CD, along with a brief
description of the contents of each file. For more
information on file formats and variable definitions,
please refer to the AMD text.
Chapter 2. Vectors and Matrices
EDUC_SCORES -- Measures of language aptitude, analogical
reasoning and geometric reasoning (n=8)
RANDOM_1 -- Randomly generated data (n=100)
WOMEN -- Heights and weights of women (n=20)
Chapter 3. Regression Analysis
ABSENTEE -- Data on absenteeism, company attitude,
and company tenure (n=12)
BANK_WAGES -- Data from Harris Bank study (Roberts, 1979)
on wages of male and female employees (n=116)
BRAND_X -- Market share data for frequently purchased
consumer good (n=101)
LESLIE_SALT -- Data on characteristics and selling prices
of Bay Area properties (n=31)
LOST_DAYS -- Characteristics of different work crews and
number of days lost due to injury (n=67)
RADIOLOGY -- Monthly radiology visits, patient days, ER
visits, and clinic visits for hospital (n=31)
Chapter 4. Principal Components Analysis
COGNITION -- Data collected by Ofir and Simonson (2001)
on need for cognitions (n=201)
DRUG_USE -- Correlation matrix for frequency of drug use
data collected by Huba et. al. (1981) (n=1634)
FOREIGN_CONLICT -- Correlation matrix for foreign conflict
data collected by Rummel (1966) (n=341)
GOVERNMENT_1 -- Correlation matrix for attitudes on
government spending (n=100)
GSP_RAW -- Raw data on gross state product for 13 areas
of economic activity (n=50)
GSP_SHARE -- Gross state product (expressed as share of
total economic activity) for 13 areas (n=50)
IRIS -- Fisher's iris data (n=150)
PCA_EXAMPLE -- Sample data used to illustrate principal
components analysis in Chapter 4 (n=300)
RECORDS -- Country records in eight different athletic
events (n=55)
STRATEGIC_THRUST -- Correlation matrix for Burke's (1984)
data (n=86)
VOCATIONS -- Correlation matrix for Golding and Seidman's
(1974) data on vocational interests (n=231)
Chapter 5. Exploratory Factor Analysis
EMOTIONS -- Correlation matrix for Westbrook and Oliver's
(1991) data on emotional response (n=125)
FOOD_RESEARCH_A -- Unlabeled data from food research (n=200)
Calibration data
FOOD_RESEARCH_B -- Unlabeled data from food research (n=200)
Validation data
LUXURY_CAR -- Correlation matrix from Roberts' (1984) study
of new luxury car concept (n=162)
MBA_CAR_ATTRIB -- Attribute measures of 10 different car
models from MBA students (n=303)
PAIN_RELIEF -- Sample data used to illustrate factor
rotation in Chapter 5 (n=100)
PSYCH_TESTS -- Correlation matrix for Holzinger and
Swineford's (1939) data (n=145)
RTE_CEREAL -- Data from Roberts and Lattin's (1991) study
of consideration of RTE cereals (n=235)
SIX_VARIABLES -- Unlabeled data from research study (n=100)
SOFT_DRINKS -- Correlation matrix from student ratings
of 10 soft drinks (n=600)
Chapter 6. Confirmatory Factor Analysis
ATTITUDE -- Multitrait multimethod correlation matrix
(n=100)
GOVERNMENT_2 -- Correlation matrix for attitudes on
government spending (n=100); holdout data
OSTROM -- Correlation matrix for data collected by
Ostrom (1969) on components of attitude (n=189)
STORE_TRAITS -- Correlation matrix for data collected by
Menezes and Elbert (1979) on store traits (n=250)
WINE_STATUS -- Benjamin's (1994) measures of wine status
by five different experts (n=59)
Chapter 7. Multidimensional Scaling
BASKET -- Category coincidence matrix for 12 grocery
product categories (n=12)
BREAKFAST -- Symmetrized dissimilarity data provided by
four individuals for 15 breakfast food items (n=60)
CAR_ATTRIB -- Attribute measures for 10 cars from
Table 7.5 in Chapter 7 (n=10)
CAR_DISSIM -- Dissimilarity matrix provided by one
individual for 10 different car models (n=10)
CITIES -- Intercity distances (in miles as the crow flies)
between eight cities in Europe (n=8)
CONSUMPTION -- Data collected by Hoffman and Franke (1986)
on student consumption of soft drink brands (n=34)
INTL_FOODS -- Hartigan's (1975) data on the percentage of
households in a given country with a particular
type of food in the house
LOCAL_CURRENCY -- Correlation matrix from Hunter and
Coggin's (1990) study of return rates across
countries (n=12)
LOGISTICS -- Whitlark and Smith's (2001) data on ratings
of 12 logistics providers (n=8 attributes)
MOBILITY -- Occupational mobility matrix from Snipp (1975)
(n=17 occupational categories)
MOVIE_CRITIC -- Evaluations of movies by six different
critics (n=18 movies)
NATIONS -- Kruskal and Wish's (1978) data on similarities
of nations (n=12)
ORG_DISSIM -- Dissimilarity matrix for 30 organizations
(n=30)
PSYCH_60 -- Cross-referencing activity by eight psychology
journals in 1960
PSYCH_64 -- Cross-referencing activity by eight psychology
journals in 1964
SIMILARITY -- Similarity judgments provided by one
individual for 13 unlabeled items (n=13)
STORE_SHARE -- Household share of category purchase from
each of 13 different stores (n=45)
Chapter 8. Cluster Analysis
BIMODAL -- Sample drawn from bimodal population to
illustrate cluster analysis in Chapter 8 (n=50)
BIRTH_DEATH -- Data on birth and death rates by country
(n=74)
COFFEE -- Brand switching matrix collected by Grover and
Srinivasan (1987) for 1553 consumers (n=11 brands)
MBA_BEER -- Preferences ratings for 10 brands of beer
by MBA students (n=32)
MBA_CAR_PREF1 -- Preference ratings for 10 cars by MBA
students (n=152) Calibration sample
MBA_CAR_PREF2 -- Preference ratings for 10 cars by MBA
students (n=151) Validation sample
ROUND_1 -- Randomly generated data (n=100) Calibration
sample
ROUND_2 -- Randomly generated data (n=100) Validation
sample
SHOPPING -- Cross-product matrix of store choice given
in Table 8.11 (n=13)
SQUARE_1 -- Randomly generated data (n=100) Calibration
sample
SQUARE_2 -- Randomly generated data (n=100) Validation
sample
STORE_SWITCH -- Store switching matrix from Bucklin and
Lattin (1992) (n=13)
UNIMODAL -- Sample drawn from unimodal population to
illustrate cluster analysis in Chapter 8 (n=50)
Chapter 9. Canonical Correlation
ADVISOR_EXPLORE -- Exploratory data set with 18 unlabeled
variables (n=100)
CAR_SATISFACTION -- Correlation matrix for data collected
by Oliver and Swan (1989) on satisfaction from
the car purchasing experience (n=184)
CC_EXAMPLE -- Sample data set used to illustrate
canonical correlation in Chapter 9 (n=100)
CHANNELS -- Correlation matrix from study of relationships
between manufacturers and retailers (n=200)
CREATIVITY -- Correlation matrix from Shin's (1971) study
of creativity and achievement (n=116)
FACTBOOK -- Marketing and structural characteristics of
331 grocery product categories (n=331)
FACTBOOK_1 -- Marketing and structural characteristics of
grocery product categories (n=151) Calibration
FACTBOOK_2 -- Marketing and structural characteristics of
grocery product categories (n=150) Validation
MODERNIZATION -- Correlation matrix for data on
modernization collected by Goldberg (1975) (n=593)
MOVE_ATTRIB -- Three dimensional coordinates (from MDS)
and five attribute measures of movies (n=15)
PROBLEM_SOLVING -- Correlation matrix for data collected
by Lehrer and Schimoler (1975) on problem solving
by mentally retarded children (n=112)
SERVICE_QUALITY -- Correlation matrix for data collected
by Crosby, Evans and Cowles (1990) on impact of
relationship quality on services selling (n=151)
WORK_SATISFACTION -- Correlation matrix for data collected
by Dunham (1977) on work satisfaction (n=784)
Chapter 10. Structural Equation Models with
Latent Variables
ADOPTION -- Data from Lattin and Roberts (1999) study on
adoption of new technology products (n=188)
ATT_INT_BEH -- Correlation matrix from study by Fredricks
and Dossett (1983) on attitude, intention and
behavior (n=236)
COUPON_USAGE_A -- Correlation matrix from Bagozzi,
Baumgartner and Yi (1992) on coupon usage behavior
(n=85) Action-oriented subjects
COUPON_USAGE_B -- Correlation matrix from Bagozzi,
Baumgartner and Yi (1992) on coupon usage behavior
(n=64) State-oriented subjects
DEBATE_MEN -- Covariance matrix from Jaccard and Wan (1996)
on determinants of success in debate (n=154) Male
subjects
DEBATE_WOMEN -- Covariance matrix from Jaccard and Wan (1996)
on determinants of success in debate (n=125) Female
subjects
JOB_SATISFACTION -- Correlation matrix from Aaker and Bagozzi
(1979) on salesperson job satisfaction (n=106)
MATH_ATTITUDE -- Data from study of attitude toward math
(n=141)
Chapter 11. Analysis of Variance
AD_CLAIM_TEST -- Data from a study of the impact of ad
claims on attitude and intention (n=100)
AD_COPY -- Sample data on copy testing used to illustrate
MANOVA in Chapter 11 (n=60)
BRAND_STUDY -- Study of factors influencing the success
of brand extensions (35 subjects, 475 observations)
COMPETITIVE_GAME -- Experimental data on performance of
MBAs in competitive game (n=60)
EXPECT_EVAL -- Data from Ofir and Simonson's (2001) study
of evaluation expectations (n=201)
FINLAND -- Sample data set taken from Wildt and Ahtola (1978)
to illustrate ANOVA and ANCOVA (n=12)
FISH -- Experimental data on evaluation of fish prepared
using different cooking methods (n=36)
NEWFOOD -- Market test of new product under different levels
of price and advertising (n=24)
PSYCH_ORIENTATION -- Experimental data collected by Zwick
(1985) on impact of psychotherapy orientation (n=46)
SHELF_TEST -- Experimental data on impact of shelf set
on product sales (n=18)
SOC_SKILLS -- Data collected by Novince (1977) on effects
of improving social skills of college women (n=33)
Chapter 12. Discriminant Analysis
B_SCHOOL -- Data from a study examining the characteristics
of successful business school students (n=100)
BOOKS_1 -- Random selection of Books by Mail customers
(n=1000) Calibration sample
BOOKS_2 -- Random selection of Books by Mail customers
(n=1000) Validation sample
DEPRESSION -- Data describing the everyday functionality
of ill and well patients (n=45)
FAMILY_CARS -- Data on family characteristics and car
ownership (n=36)
GUN_CONTROL -- Voting on gun control legislation (n=15)
MAGAZINES -- Demographic background and magazine
readership for household panel (n=141)
NEW_PRODUCTS -- Concept scores and panel scores for
new product successes and failures (n=24)
ORG_ATTRIB -- Unlabeled attributes for 31 different
organizations (n=31)
REAL_ESTATE -- Data used to illustrate multiple
discriminant analysis in Chapter 12 (n=35)
WORLD -- Data assembled by Engleman (1998) on
characteristics of European, Islamic, and
New World countries (n=57)
Chapter 13. Logit Choice Models
ABB -- Data collected by Gensch (1979) on the preferences
of customers for ABB and competitors (n=88)
ATM_ADOPT -- Data collected by Flath and Leonard (1979)
on adoption of automatic teller service (n=100)
COKE_PEPSI -- Aggregate choice share data for Coke and
Pepsi by 400 household panelists (n=20 weeks)
LAUNDRY -- UPC scanner panel data set used to illustrate
multinomial logit in Chapter 13 (52 panelists,
348 purchases)
PREFERENCES -- Data from taste test comparing current
product to cost-reduced product (n=200)
RESTAURANT -- Data used to illustrate nested logit
model in Chapter 13 (n=200)
SEEDS -- Experimental data from Crowder (1978) on
germination of seeds (n=37)
THREE_BRANDS -- Brand choice by one household from
among three brands (n=40)
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