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Sample studies

See it work — on real datasets.

Complete analyses you can explore free, no account needed — each one from problem statement to a validated, publication-ready report. Different designs, different methods.

comparative9 tests

Student Outcomes Study

This study examines student academic outcomes.

AssociationGroup comparisonCorrelationDescriptives
survey.csv · 40×8View study →
correlational4 tests

Iris Flower Measurements

This study examines the morphological measurements of iris flowers and how the sepal and petal dimensions relate to one another.

CorrelationDescriptives
iris.csv · 150×5View study →
correlational3 tests

Predicting Diabetes Progression

This study examines baseline clinical measurements and how well they predict one-year disease progression in patients with diabetes.

CorrelationRegressionDescriptives
diabetes.csv · 442×11View study →
correlational3 tests

Wine Chemical Profile

This study explores the chemical composition of wines and the latent structure underlying the measured constituents.

CorrelationFactor analysisDescriptives
wine.csv · 178×13View study →
comparative2 tests

Anxiety Before and After a Programme

This study examines whether a stress-management programme changes participants' anxiety, comparing each participant's pre-test and post-test scores.

Group comparisonDescriptives
pre_post.csv · 64×3View study →
comparative2 tests

Reaction Time Across a Training Programme

This study examines how participants' reaction time changes over a training programme, with the same participants measured repeatedly at three sessions.

Group comparisonDescriptives
repeated_training.csv · 90×3View study →
survival9 tests

Fall Prevention on a Geriatric Ward

This nursing pilot evaluates a bedside fall-prevention protocol against standard care on an inpatient geriatric ward, examining early-window fall rates, follow-up fall-risk scores, and time-to-event (survival) analysis of days_to_first_fall over the observation period.

AssociationCorrelationsurvivalDescriptives
fall_prevention.csv · 90×10View study →
comparative7 tests

Onboarding Redesign A/B Test

This UX study compares two onboarding designs (variant A vs variant B) on time to first value, task completion, and self-reported satisfaction using a 5-item SUPR-Q scale, with 200 users randomly assigned across the variants.

AssociationGroup comparisonReliabilityDescriptives
onboarding_ab.csv · 200×10View study →
correlational9 tests

New Product Concept Test

This consumer-research study evaluates three new product concepts (A, B, C) on purchase intent, price fairness, and a 6-item brand-fit scale, with 300 respondents randomly assigned across concepts and asked which they would buy overall.

AssociationRegressionReliabilityDescriptives
concept_test.csv · 300×14View study →
survival12 tests

First-Year Attrition Among New Hires

This people-analytics study follows 400 new hires from a 30-day engagement survey through 12-month exit outcomes, using time-to-event (survival) methods on months_to_exit to examine how engagement, function, and manager tenure relate to who leaves and when.

Group comparisonCorrelationReliabilitysurvivalDescriptives
first_year_attrition.csv · 400×13View study →
correlational2 tests

Rapid Diagnostic Test vs Standard: Paired Concordance

This diagnostic-accuracy study evaluates a new rapid test against the standard test on the same 200 patients, comparing the paired positivity outcomes to quantify concordance and disagreement between the two methods.

AssociationDescriptives
diagnostic_paired.csv · 200×3View study →
descriptive2 tests

Radiologist Agreement on Lung-Nodule Severity

This inter-rater reliability study evaluates whether three radiologists rating 60 CT images on a continuous 0-10 nodule-severity scale produce measurements consistent enough to be pooled or used interchangeably.

ReliabilityDescriptives
radiology_icc.csv · 60×4View study →
comparative3 tests

Caffeine and Sleep Deprivation on Reaction Time

This 2×2 factorial experimental-psychology study evaluates how caffeine (yes/no) and sleep condition (rested/deprived) independently and jointly affect reaction time on a cognitive task, with 80 participants randomly assigned across the four cells.

Group comparisonDescriptives
caffeine_sleep.csv · 80×4View study →
correlational3 tests

Blood-Pressure Trial with Baseline Adjustment

This two-arm clinical trial compares a new antihypertensive against standard care on follow-up blood pressure at 12 weeks in 80 patients, using ANCOVA to adjust for baseline blood pressure — the modern default for continuous-outcome trials.

Group comparisonDescriptives
bp_ancova.csv · 80×4View study →
comparative3 tests

Reading Intervention: Pretest–Posttest Across Two Arms

This program-evaluation study compares a reading-intervention arm against a control arm across 50 students (25 per arm), each measured at pretest and posttest — a mixed ANOVA design testing whether the intervention accelerates reading gains beyond what happens in the control group.

Group comparisonDescriptives
reading_intervention.csv · 100×4View study →
multilevel2 tests

Homework and Math Scores Across Schools

This study examines how weekly homework hours relate to students' math scores, acknowledging that students are nested within schools so any raw relationship may confound within-school effects with between-school differences.

multilevelDescriptives
school_math.csv · 289×3View study →
survival7 tests

Time to Recidivism After Release

This study examines how quickly released prisoners are re-arrested and which baseline factors — including a randomized financial-aid intervention — influence the timing of re-arrest.

survivalDescriptives
recidivism.csv · 432×7View study →
comparative5 tests

Descriptive-Correlational Survey: Study Habits and Academic Performance

This study describes the study habits of college students and determines whether those habits are related to their academic performance.

Group comparisonCorrelationDescriptives
study_habits_survey.csv · 180×9View study →
comparative6 tests

Descriptive-Comparative Survey: Student Satisfaction Across Year Levels

This study describes student satisfaction with campus services and determines whether satisfaction differs across the respondents' profile.

Group comparisonDescriptives
satisfaction_survey.csv · 220×7View study →
survey4 tests

Survey Instrument Validation: Reliability of a Student Engagement Scale

This study evaluates whether an eight-item student engagement questionnaire is internally consistent enough to be used in research.

ReliabilityDescriptives
engagement_scale.csv · 200×9View study →

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