Markdown Editor
Buka editor

Kit Statistika untuk Tesis

Rencana analisis, codebook, sampling dan power, pembersihan data, EDA, reliabilitas skala, pemilih uji, pemeriksaan asumsi, ukuran efek, regresi dan model campuran, pelaporan hasil dan laporan analisis.

Langkah 1

Perencanaan

  1. Dissertation Proposal Template

    Lengkap

    Proposal: rationale, research questions, literature summary, conceptual framework diagram, methods, analysis, ethics, timeline, budget

  2. Statistical Analysis Plan Template (Statistics, Thesis or Project)

    Lengkap

    Statistical analysis plan for a thesis or project: estimands, hypotheses, sample size, primary model, pre-set assumption fallbacks, missing data, multiplicity, sensitivity, deviations log

    ICH E9(R1) estimand framework (name); Gamble et al. (2017) SAP content; Holm (1979); Rubin (1987); Borm et al. (2007)

  3. Variable Codebook Template (Statistics, Measurement Levels, R and Python)

    Lengkap

    Research question to variables, measurement levels, variable roles with a causal sketch, codebook table, Likert and reverse coding, R and Python codebook checks

    Stevens (1946) scales of measurement; Velleman and Wilkinson (1993); Likert (1932); DDI codebook practice (name); NIST/SEMATECH e-Handbook

  4. Sampling Plan Template (Statistics, Survey Design, R and Python)

    Lengkap

    Target population, frame and unit; probability and non-probability designs; bias sources; margin of error with finite population correction; seeded stratified sampling in R and Python

    Cochran (1977); Kish (1965); Lohr (2021); Neyman (1934); Horvitz and Thompson (1952); NIST/SEMATECH e-Handbook

  5. Power Analysis and Sample Size Template (Statistics, R and Python)

    Lengkap

    Power analysis and sample size worksheet: t-tests, proportions, ANOVA, correlation, regression, simulation power, sensitivity table and justification sentence

    Cohen (1988); Lakens (2022) sample size justification; Hoenig and Heisey (2001); pwr 1.3.0 and statsmodels 0.15.0
Langkah 2

Pengelolaan data

  1. Data Cleaning Log Template (Statistics, Missing Data, R and Python)

    Lengkap

    Reproducible data cleaning with an audit log: duplicates, range and consistency checks, pre-set outlier policy, missing data mechanisms (MCAR, MAR, MNAR), imputation choices, R and Python code

    Rubin (1976); Little (1988); Little and Rubin (2019); van Buuren and Groothuis-Oudshoorn (2011); Tukey (1977); NIST/SEMATECH e-Handbook

  2. Exploratory Data Analysis Report Template (Statistics, R and Python)

    Lengkap

    Exploratory data analysis report – centre, spread, shape, frequency tables, Vega-Lite charts, outlier screen and questions for confirmatory analysis, with R and Python code

    Tukey (1977); NIST/SEMATECH e-Handbook ch. 1 (EDA); Hyndman and Fan (1996); GAISE College Report (ASA 2016, name)

  3. Reliability and Factor Analysis Method Card Template (Statistics, R and Python)

    Lengkap

    Survey scale checks: reverse coding, item analysis, Cronbach's alpha and omega, PCA versus EFA, parallel analysis, rotation and loadings, in R and Python

    Cronbach (1951); McDonald (1999); Kaiser (1958, 1960); Cattell (1966); Horn (1965); R stats factanal and statsmodels Factor documentation
Langkah 3

Metode dan pola

  1. Statistical Test Selector Template (Statistics, Decision Trees, R and Python)

    Lengkap

    Choosing a statistical test or model: five questions, three decision trees and master tables with effect sizes, R and Python functions

    NIST/SEMATECH e-Handbook of Statistical Methods; Student (1908); Welch (1947); Mann and Whitney (1947); McNemar (1947); Nelder and Wedderburn (1972); ASA p-value statement (2016, name)

  2. Assumption Checklist Template (Statistics, Diagnostics, R and Python)

    Lengkap

    Checking assumptions per method family (t/ANOVA, regression, GLMs, chi-square, correlation, repeated measures and mixed models): diagnostics, R and Python code, judgement rules and remedies

    NIST/SEMATECH e-Handbook of Statistical Methods; Cook (1977); Box and Cox (1964); Levene (1960); Brown and Forsythe (1974); Mauchly (1940); Greenhouse and Geisser (1959); Nelder and Wedderburn (1972); Fox and Weisberg (2019)

  3. Effect Sizes Template (Statistics, Choice, Formulas, CIs, R and Python)

    Lengkap

    Choosing, computing and reporting effect sizes (d, g, d_z vs d_av, eta and omega squared, r, V, OR, RR, R squared, f squared) with CIs, conversions and R/Python code

    Cohen (1988); Hedges (1981); Hedges and Olkin (1985); Olejnik and Algina (2003); Lakens (2013); Borenstein et al. (2009)

  4. Linear Regression Method Card Template (Statistics, R and Python)

    Lengkap

    Simple and multiple OLS regression: least squares, coefficient tests and CIs, R² and F test, dummies, interactions, diagnostics, HC3 robust SEs, prediction vs confidence intervals, with R and Python

    Least squares (Legendre 1805); Cook (1977); White (1980); MacKinnon and White (1985) HC3; NIST/SEMATECH e-Handbook ch. 4; APA JARS-Quant (name)

  5. Logistic Regression Method Card Template (Statistics, R and Python)

    Lengkap

    Binary logistic regression: logit link, odds ratios, Wald vs likelihood-ratio tests, profile vs Wald CIs, predicted probabilities and marginal effects, classification metrics, calibration, separation and EPV, with R and Python

    Cox (1958); Nelder and Wedderburn (1972); Albert and Anderson (1984); Firth (1993); Hanley and McNeil (1982); Peduzzi et al. (1996); APA JARS-Quant (name)

  6. Linear Mixed Models Method Card Template (Statistics, R and Python)

    Lengkap

    Clustered and longitudinal data: random intercepts and slopes, ICC, REML vs ML, lme4 and statsmodels MixedLM side by side, df methods, singular fits, reporting

    Laird and Ware (1982); Patterson and Thompson (1971); Satterthwaite (1946); Kenward and Roger (1997); Bates et al. (2015); NIST/SEMATECH e-Handbook; APA JARS-Quant (name)
Langkah 4

Dokumentasi

  1. Reporting Statistical Results Template (Statistics, APA Style, R and Python)

    Lengkap

    Writing statistical results: complete-result anatomy, number formatting, model sentences for t, ANOVA, chi-square, correlation, regression, logistic, nonparametric and mixed models, tables, figures, checklist

    APA Publication Manual 7th ed. (name); APA JARS-Quant (name); ASA Statement on P-Values (Wasserstein and Lazar 2016)

  2. Statistical Analysis Report Template (Statistics, Thesis or Client)

    Lengkap

    Complete statistical analysis report for a thesis results chapter or client: plain-language summary, methods, descriptives, main analyses, assumption checks, sensitivity, limitations, reproducibility appendix, reviewer checklist

    APA JARS-Quant (name); ASA Statement on p-values (Wasserstein and Lazar 2016); Welch (1947); Mann and Whitney (1947); Cook (1977)

  3. Thesis and Dissertation Template

    Lengkap

    Full thesis: front matter, six core chapters with length guide, references, appendices, submission checklist, writing gantt

  4. Replication Package README Template (DCAS, AEA)

    Lengkap

    Data and code package README: data availability per source, dataset list, software and runtime, directory tree, run steps, program-to-exhibit map, citations, licences, DCAS matrix

    DCAS v1.0 (2022); AEA Data and Code Availability Policy (Feb 2026)