Responso Beta

Preliminary analyses

Build constructs from any sheet columns, name them, and optionally rename items. Composites use the mean of items (listwise). Add raw columns for item-level descriptives and correlations. Likert text is auto-coded when possible.

Constructs & columns Collapse to focus on results below

User-defined constructs

Group sheet columns into named constructs (composites + α). Full headers stay in tooltips where text is shortened.

Add or edit a construct

New construct

Construct label

Short label for matrices (optional)

If set, replaces the full construct name on axes for the composite row. Item-level rows use each item’s label.

In the correlation matrix, include

Filter sheet columns to add

Items in this construct

Tick columns above, then click Add checked… — or just click Save construct; checked columns are added automatically. Optional item label overrides the sheet header in summaries.

Include construct variables in descriptives & correlations (per construct: composite, items, or both — set under Edit construct) Include selected raw columns (below) in the same outputs

Raw columns for analysis

Numeric / Likert columns only (auto-detected). Max 24 variables total combined in the correlation matrix (each construct may add one composite, several items, or both — counts toward the same cap).

Results

One tab at a time. Use Export CSV to download tables (pairwise export matches current filter / sort). Item mapping shows the full construct → sheet column map. With very large n and many variables, the correlation block may run in a background worker so the page stays responsive.

Run these analyses

Uncheck outputs you don’t need (faster, less clutter). Choices are saved in this browser.

Item mapping (construct → sheet columns) Construct descriptives (k, α, M, SD) Raw variable descriptives Correlation matrix (heatmap or number table) Pairwise correlation list

Export CSV

Construct descriptives

Construct	k	Items (labels)	n listwise	α	M	SD

Raw variable descriptives

Variable	n	Valid %	Mean	SD	Min	Max

Each row is one sheet column assigned to a construct. Headers are shown in full (not shortened). A custom item label overrides the sheet header in descriptives and correlation labels; “—” means the sheet column name is used (possibly shortened in dense tables).

Construct	Sheet column (CSV header)	Custom item label

r column: significance stars use uncorrected two-tailed p. Optional multiplicity adjustment applies only to the Adj. p column and CSV columns p_bonferroni / p_fdr_bh (family = all pairs in the current matrix).

Bonferroni: min(1, p × m). FDR-BH: step-up across the m pairwise tests above the diagonal.

Pair	r	p	Adj. p	n