Audit survey records, duplicate responses, missingness, response codes, and item distributions
Audit survey records, duplicate responses, missingness, response codes, and item distributions.
EDUCATION PREMIUM WORKFLOW · VERSION 1.0
Understand the survey.
Interpret with context.
A complete educator-survey workflow that connects data cleaning, reverse coding, reliability and factor evidence, survey weights, district clustering, and continuous or ordinal leadership outcomes.
One-time purchase · Individual-use license · Secure digital delivery
Audit the instrumentAudit survey records, duplicate responses, missingness, response codes, and item distributions.
Respect the sample designReverse-code items and review reliability, exploratory factor evidence, and scale-scoring rules.
Connect scales to outcomesExplain sampling, nonresponse, weights, clustering, and effective sample size.
WHAT IS INSIDE
A complete education-analysis workflow.
The package connects design-specific data audits, model choice, diagnostics, interpretation, and reporting in one reproducible analysis.
Reverse-code items and review reliability, exploratory factor evidence, and scale-scoring rules
Reverse-code items and review reliability, exploratory factor evidence, and scale-scoring rules.
Explain sampling, nonresponse, weights, clustering, and effective sample size
Explain sampling, nonresponse, weights, clustering, and effective sample size.
Fit weighted continuous and ordinal leadership outcome models
Fit weighted continuous and ordinal leadership outcome models.
Generate adjusted predictions and dynamic results text
Generate adjusted predictions and dynamic results text.
Review small groups, multiplicity, common-method bias, and causal limits
Review small groups, multiplicity, common-method bias, and causal limits.
DESIGNED FOR EDUCATION RESEARCH
Educator surveys and leadership.
This workflow is useful when:
- You analyze educator, leader, staff, or district survey data.
- Your instrument has multi-item constructs, reverse-keyed items, or missing responses.
- Your design uses weights, clustering, or unequal selection probabilities.
- You need defensible scale scoring and outcome interpretation.
Complex replicate-weight designs, longitudinal survey panels, very small subgroups, and confirmatory measurement invariance require design-specific extensions.
PUBLIC PREVIEW
Review the rendered analysis.
The public preview shows output, figures, and interpretation without exposing source code or session information. The paid version includes the complete editable R Markdown source and all analysis code.
THE DOWNLOADABLE PACKAGE
Run the example.
Then adapt your study.
The release uses a documented synthetic education dataset. Run the complete example first, then adapt the clearly marked settings and models to your research design.
- Editable R Markdown source and rendered report
- Synthetic educator survey with weights and district structure
- Item cleaning, reverse coding, and missingness audits
- Reliability and exploratory factor review
- Weighted continuous and ordinal outcome models
- Adjusted predictions and dynamic reporting text
- Start guide, reporting checklist, and individual-use license
The workflow supports analysis and documentation. The researcher remains responsible for selecting methods that fit the study and for reviewing conclusions with the dissertation advisor, committee, or a qualified statistician.
VERSION 1.0.0
Complete workflow.
$59 one time.
Pay securely and receive the version 1.0.0 ZIP with the editable analysis, synthetic data, documentation, and rendered report.
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