Book Image

Data Analysis with STATA

Book Image

Data Analysis with STATA

Overview of this book

Table of Contents (16 chapters)
Data Analysis with Stata
Credits
About the Author
About the Reviewers
www.PacktPub.com
Preface
Index

Index

A

  • ANOVA
    • about / ANOVA
    • one-way repeated measures / One-way repeated ANOVA measures
  • application score cards
    • about / Logistic regression for finance (loans and credit cards)
  • ARIMA
    • about / Time series analysis concepts
  • assumptions, linear regression
    • normal distribution / Linear regression
    • linear relationship / Linear regression
    • homoscedasticity assumption / Linear regression
    • independence assumption / Linear regression
    • variable/measurement errors / Linear regression
    • model specification / Linear regression
    • equality, of outliers influence assumption / Linear regression
    • multicollinearity / Linear regression
  • autoregressive (AR) process
    • about / Time series analysis concepts
  • Autoregressive Integrated Moving Average (ARIMA)
    • about / Introducing data analytics

B

  • box and whiskers plots
    • about / Box plots
  • box plots
    • defining / Box plots
  • Breusch-Pagan test
    • about / Homoscedasticity

C

  • charts
    • defining / Histograms and other charts
  • chi-square statistical test
    • about / The chi-square goodness of fit test
  • Ci plots
    • defining / Ci plots
  • cluster sampling
    • about / Cluster sampling
  • comma
    • about / Insheet
  • consumer packaged goods (CPG)
    • about / Statistical calculations in graphs
  • CSV (comma separated values)
    • about / Insheet

D

  • data
    • examining / Examining the data
    • labeling / The labeling of data, variables, and variable transformations
    • summarizing / Summarizing the data and preparing tabulated reports
  • data analytics
    • defining / Introducing data analytics
  • data management
    • files, appending for / Appending and merging the files for data management
    • files, merging for / Appending and merging the files for data management
  • data types
    • defining / Variables and data types
  • data variables
    • defining / Indicators or data variables

F

  • files
    • appending, for data management / Appending and merging the files for data management
    • merging, for data management / Appending and merging the files for data management
  • Fisher's exact test
    • defining / Fisher's exact test
  • FPC
    • about / Survey analysis concepts

G

  • global macros
    • about / Data-storing techniques in Stata
  • Greenhouse-Geisser (G-G)
    • about / One-way repeated ANOVA measures
  • Gross Collection Rate (GCR) / Time series analysis concepts

H

  • heteroscedastic
    • about / Homoscedasticity
  • histograms
    • defining / Histograms and other charts
  • homoscedasticity
    • defining / Homoscedasticity
  • Huynh-Feldt (H-F) test
    • about / One-way repeated ANOVA measures

I

  • IF
    • used, for data file / How to subset the data file using IN and IF
  • IM test
    • about / Homoscedasticity
    • measures / Homoscedasticity
  • IN
    • used, for data file / How to subset the data file using IN and IF
  • indicators
    • defining / Indicators or data variables
  • infix command
    • about / Infix

J

  • jargon
    • about / Logit

K

  • KDE
    • about / Statistical calculations in graphs

L

  • linear regression
    • defining / Linear regression
    • types / Linear regression
    • code, in Stata / Linear regression code in Stata
  • line plots
    • defining / Line plots
  • local macros
    • about / Data-storing techniques in Stata
  • logistic regression
    • defining / The logistic regression concept
    • logit / Logit
    • requirements / Logit
    • in Stata / Logistic regression in Stata
    • types / Logistic regression in Stata
    • for finance (loans and credit cards) / Logistic regression for finance (loans and credit cards)
  • logit
    • about / Logit
    • probability / Logit
    • odds / Logit
    • odds ratio / Logit
    • log odds / Logit
    • Ormcalc command / Logit
  • loops
    • defining / Loops in Stata

M

  • macros
    • about / Data-storing techniques in Stata, Macros
  • MANOVA
    • defining / MANOVA
  • matrices
    • about / Data-storing techniques in Stata
  • moving averages process (MA)
    • about / Time series analysis concepts
  • multicollinearity
    • about / Variance inflation factor and multicollinearity

O

  • odds ratio command
    • about / Logit
  • one-way MANOVA
    • defining / MANOVA
  • options, Stata
    • clear option / Insheet
    • option name / Insheet
    • delimiter option / Insheet

P

  • pie charts
    • defining / Pie charts
  • placeholder
    • about / Examining the data
  • proportionality assumption / Proportionality assumption
  • pyramidal graphs
    • defining / Pyramidal graphs

R

  • residual variance
    • about / Homoscedasticity

S

  • sampling faction
    • about / Survey analysis concepts
  • scatter plots
    • defining / Scatter plots
  • simple random sample (SRS)
    • about / Survey analysis in Stata code
  • Stat/Transfer program
    • defining / The Stat/Transfer program
    • typing / Manual typing or copy and paste
    • copying and pasting / Manual typing or copy and paste
  • Stata
    • Programming / Introducing data analytics
    • Data management / Introducing data analytics
    • data visualization / Introducing data analytics
    • statistical tests / Introducing data analytics
    • linear regression / Introducing data analytics
    • logistic regression / Introducing data analytics
    • survey analysis / Introducing data analytics
    • time series analysis / Introducing data analytics
    • survival analysis / Introducing data analytics
    • about / Data-storing techniques in Stata, The labeling of data, variables, and variable transformations
    • data-storing techniques / Data-storing techniques in Stata
    • matrices / Data-storing techniques in Stata
    • macros / Data-storing techniques in Stata
    • directories / Directories and folders in Stata
    • folders / Directories and folders in Stata
    • commands / Directories and folders in Stata
    • absolute path / Directories and folders in Stata
    • relative path / Directories and folders in Stata
    • data, reading / Reading data in Stata
    • insheet / Insheet
    • infix command, using / Infix
    • Stat/Transfer program / The Stat/Transfer program
    • loops / Loops in Stata
    • curve fitting / Curve fitting in Stata
  • Stata interface
    • defining / The Stata interface
  • statistical calculations
    • defining, in graphs / Statistical calculations in graphs
  • survey analysis
    • defining / Survey analysis concepts
    • weights / Survey analysis concepts
    • primary sampling unit / Survey analysis concepts
    • stratification / Survey analysis concepts
    • in Stata code / Survey analysis in Stata code
  • survival analysis
    • concepts / Survival analysis concepts
    • applications and code / Applications and code in Stata for survival analysis
    • model, building / Building a model
    • proportionality assumption / Proportionality assumption

T

  • tab
    • about / Insheet
  • tabulated reports
    • preparing / Summarizing the data and preparing tabulated reports
  • time series analysis
    • concepts / Time series analysis concepts
    • ARIMA / Time series analysis concepts
    • autoregressive (AR) process / Time series analysis concepts
    • moving averages process (MA) / Time series analysis concepts
    • elements / Time series analysis concepts
    • Stata code / Code for time series analysis in Stata
  • t tests
    • defining / T tests
    • two independent sample t tests / Two independent sample t tests

V

  • variable event / Applications and code in Stata for survival analysis
  • variables
    • defining / Variables and data types
    • labeling / The labeling of data, variables, and variable transformations
  • variable transformations
    • labeling / The labeling of data, variables, and variable transformations
  • variance inflation factor (VIF)
    • using / Variance inflation factor and multicollinearity
    • about / Variance inflation factor and multicollinearity
  • vioplot command
    • about / Vio plots
  • vio plots
    • defining / Vio plots

W

  • while loops
    • defining / While loops
  • Wilcoxon-Mann-Whitney test
    • defining / The Wilcoxon-Mann-Whitney test