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This is one of the books available for loan from Academic Technology Services
(see Statistics Books for Loan for other such
books, and details about borrowing). We encourage you to obtain An Introduction to Latent Variable Growth Curve Modeling to gain a deeper conceptual understanding of the analysis illustrated (see Where to
buy books for tips on different places you can buy this book). We are
very grateful to the authors for granting us permission to create these pages
and to distribute the data files via our web pages.
Please note: These pages are based on the
examples developed and posted by the authors on
their web site. We are very
grateful to the authors for permission to adapt their work for posting on our
site. We encourage you to visit
their web site.
| Example | Figure | Data File |
Mplus Input (.inp.txt) Output (.out.txt) |
| Chapter 2: Specification of the LGM |
ch2.dat ch2raw.dat |
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| Three-Factor Polynomial LGM |
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input: inp21.inp.txt output: inp21.out.txt |
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| Unspecified Two-Factor LGM |
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input: inp22.inp.txt output: inp22.out.txt |
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| Single-Factor "Curve" LGM |
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input: inp23.inp.txt output: inp23.out.txt |
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Chapter 3: LGM and Repeated Measures ANOVA |
ch3.dat ch3raw.dat |
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| SPSS MANOVA | Not done, see book | ||
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SPSS GLM (not in book, added for comparison to 0 1 2 coding for time (below) |
input & output: spss32.htm | ||
| Orthonormalized Three-Factor LGM |
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Manually specify growth model Time coding orthonormalized input: inp32book.inp.txt output: inp32book.out.txt Manually specify growth model 0 1 2 Coding for time input: inp32man.inp.txt output: inp32man.out.txt Streamlined growth model 0 1 2 Coding for time input: inp32.inp.txt output: inp32.out.txt |
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| SPSS MANOVA with Predictors of Change | Not done in Mplus | ||
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SPSS MIXED (not in book, added for comparison to 0 1 2 coding for time (below) |
input & output: spss33.htm | ||
| LGM Involving Predictors of Change |
Manually specify growth model Time coding orthonormalized input: inp34book.inp.txt output: inp34book.out.txt Manually specify growth model 0 1 2 Coding for time input: inp34man.inp.txt output: inp34man.out.txt Streamlined growth model 0 1 2 Coding for time input: inp34.inp.txt output: inp34.out.txt |
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| SPSS ANOVA with Sequelae of Change | Not done in Mplus | ||
| LGM Involving Sequelae of Change |
Manually specify growth model Time coding orthonormalized input: inp36book.inp.txt output: inp36book.out.txt Manually specify growth model 0 1 2 Coding for time input: inp36man.inp.txt output: inp36man.out.txt Streamlined growth model 0 1 2 Coding for time input: inp36.inp.txt output: inp36.out.txt |
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| LGM Involving Predictors and Sequelae of Change |
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Manually specify growth model Time coding orthonormalized input: inp37book.inp.txt output: inp37book.out.txt Manually specify growth model 0 1 2 Coding for time input: inp37man.inp.txt output: inp37man.out.txt Streamlined growth model 0 1 2 Coding for time input: inp37.inp.txt output: inp37.out.txt |
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LGM Involving Predictors and
Sequelae of Change Re-specified model adding direct effect of Age -> Prob behavior |
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Manually specify growth model Time coding orthonormalized input: inp37rebook.inp.txt output: inp37rebook.out.txt Manually specify growth model 0 1 2 Coding for time input: inp37reman.inp.txt output: inp37reman.out.txt Streamlined growth model 0 1 2 Coding for time input: inp37re.inp.txt output: inp37re.out.txt |
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| Chapter 4: Analyzing Growth in Multiple Populations | ch4.dat |
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| Multiple-Sample LGM |
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Multisample Analysis input: app41.inp.txt output: app41.out.txt Testing Parameter 1 input: app41a.inp.txt output: app41a.out.txt Freeing Slope Constraint input: app41b.inp.txt output: app41b.out.txt |
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| Multiple-Sample "Added Growth" LGM |
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input: app42.inp.txt output: app42.out.txt |
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Chapter 5: Multivariate Representations of Growth and Development |
ch5.dat | ||
| Associative LGM |
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Streamlined input: app51.inp.txt output: app51.out.txt Manual input: app51man.inp.txt output: app51man.out.txt |
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| Factor-of-Curves LGM |
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input: app52man.inp.txt output: app52man.out.txt |
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| Curve-of Factors LGM |
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input: app53man.inp.txt output: app53man.out.txt |
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| Chapter 6: Accelerated Designs | |||
| Cohort-Sequential LGM, 6.1 |
 |
ch6cs.dat |
Streamlined input: ch61cs.inp.txt output: ch61cs.out.txt Manual input: ch61csman.inp.txt output: ch61csman.out.txt |
| True-Longitudinal LGM, 6.1 |
 |
ch6tl.dat |
Streamlined input: ch61tl.inp.txt output: ch61tl.out.txt Manual input: ch61tlman.inp.txt output: ch61tlman.out.txt |
| Combined Models, 6.1 |
|
ch6co.dat |
Streamlined input: ch61co.inp.txt output: ch61co.out.txt Manual input: ch61coman.inp.txt output: ch6colman.out.txt |
| Cohort-Sequential LGM, 6.2 |
|
ch6cs.dat |
input: ch62cs.inp.txt output: ch62cs.out.txt |
| True-Longitudinal LGM, 6.2 |
|
ch6tl.dat |
Streamlined input: ch62tl.inp.txt output: ch62tl.out.txt Manual input: ch62tlman.inp.txt output: ch62tlman.out.txt |
| Combined Models, 6.2 |
|
ch6co.dat |
input: ch62co.inp.txt output: ch62co.out.txt |
| Cohort-Sequential True-Longitudinal LGM Comparison |
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| Chapter 7: Testing Interaction Effects in LGMs | |||
| Chapter 8: Missing Data Models | |||
| Missing Data LGM Raw Data Input Ho "Hypothesized" Model | |||
| Chapter 9: Multilevel Longitudinal Approaches | |||
| Multilevel Longitudinal Growth Models Raw ML Approach |
 |
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| Multilevel Longitudinal Growth Models Matrix Approach |
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Chapter 10: Latent Variable Framework for LGM Power Estimation |
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LGM Power Estimation in an Intervention Context Ha Matrix Generation Ho Power Estimation Fixing Slope Mean=0 |
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Bonus Chapter:
Growth Mixture Modeling of Adolescence Alcohol Use Data |
mix.pdf | ||
| Growth Mixture Modeling Single latent Class |
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| Two Latent Classes | |||
| Three Latent Classes | |||
| Saving out class Probabilities | |||
| Covariate X --> Growth Factors |
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| Covariate X --> Latent Class C |
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| Latent Class C --> Mixture Indicator U |
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