One of the biggest missed opportunities in undergraduate and postgraduate research is descriptive statistics.
Many students calculate them once, place them in a table, and never think about them again.
The Detective's Lens: Getting to Know Your Sample (workbook + html app) is designed to deepen your exploration of how your sample is responding.
Instead of only reporting means and standard deviations, you’ll learn how to consider your sample, provide feasible explanations for unexpected hypothesis findings, and build richer Discussion section. Move beyond “the hypothesis was not supported” and surface level comparisons with previous literature, or identification of study limitations and future recommendations.
Think of it as learning to interview your data rather than merely filing the paperwork:
Identify characteristics of your sample that may have contributed to your hypothesis test outcomes
Use insights from restricted range, floor or ceiling effects, and size of variability to help explain a findings
Ideas about how to compare your sample with lit review samples and findings
Generate plausible, evidence-based explanations for your findings without over claiming
Distinguish between planned analyses and transparent exploratory analyses
Strengthen the logic of your Discussion section using evidence contained within your dataset
The workbook provides a six-level scaffold that progressively develops your ability to “read” a dataset like a detective reads a crime scene. Each level builds on the previous one, moving from describing your sample to constructing sophisticated, evidence-based interpretations that examiners are looking for.
You’ll also find worked examples, practical questions to ask of your own data, and guidance on turning numerical output into clear academic writing.
The app too complements to aid your reasoning when looking at your descriptive statistics. Dig into your descriptive statistics, which often contain the clues to explain why your results turned out the way they did.
To aid your thoughtful interpretation of the evidence, the html app sets prompts to guide you from statistical output to evidence-based academic writing.
The goal is to help you understand the people behind the numbers.
Because statistics don’t tell stories.
Researchers do.
Write on~
Light & Life~
Charmayne
(AFHEA, B.Psyc.Hons, Grad Cert. Tert. Teach)
www.psychnstatstutor.org
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