A Social Annotation Tool for Introductory Statistics

ABSTRACT The ability to read and interpret statistical results is an important goal of an introductory statistics course. The ability to critically understand empirical papers is also crucial for economics majors as economics has become increasingly empirical in recent decades. Perusall is a social annotation tool that allows students to annotate readings. While instructors in some fields have found Perusall to be a valuable tool, the literature on its use in the teaching of statistics remains limited. In my Statistics for Business and Economics I course, I use Perusall to assign both the reading of relevant chapters of a free statistics textbook and the reading of academic papers. This article describes the main features of Perusall and how I use it in my course. I also discuss the specific papers I have assigned and the pedagogical reasons for my choices. The supplemental material contains the prompts I use for the readings.

Authors

Institutions

Publication Details

Journal
Teaching Statistics
Published
2026-09-30
DOI
https://doi.org/10.1002/test.70051
Primary Topic
Innovations in Educational Methods
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

A Social Annotation Tool for Introductory Statistics

Tommaso Tempesti
Teaching Statistics
Innovations in Educational Methods
article

A Social Annotation Tool for Introductory Statistics

Tommaso Tempesti
article en

Abstract

ABSTRACT The ability to read and interpret statistical results is an important goal of an introductory statistics course. The ability to critically understand empirical papers is also crucial for economics majors as economics has become increasingly empirical in recent decades. Perusall is a social annotation tool that allows students to annotate readings. While instructors in some fields have found Perusall to be a valuable tool, the literature on its use in the teaching of statistics remains limited. In my Statistics for Business and Economics I course, I use Perusall to assign both the reading of relevant chapters of a free statistics textbook and the reading of academic papers. This article describes the main features of Perusall and how I use it in my course. I also discuss the specific papers I have assigned and the pedagogical reasons for my choices. The supplemental material contains the prompts I use for the readings.

Teaching Statistics
University of Massachusetts Lowell (US)
Quality Education
Openalex Percentile: Top 3%
Innovations in Educational Methods
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

A Social Annotation Tool for Introductory Statistics — Tommaso Tempesti · Teaching Statistics (2026) | TGRS Research Map | TGRS