Amanda Kleintop, assistant professor of history, and Cora Wigger, assistant professor of economics, are the 2025-2027 CEL Scholar (joint appointment). Together, they will focus on advancing data literacy in engaged learning and developing interdisciplinary resources to help faculty and students critically analyze and apply data across fields.

“We treat every person named in these records with respect, recognizing their full humanity, despite only witnessing a small part of their story.” with background image of a women holding books in a library archival setting

The Pedagogy of Digital Humanities Ethics Statements 

This blog post shares our transcription project’s ethics statement and how we developed it by working with students as partners. The statement integrates the frameworks of digital slavery studies, library and information science and archives, as well as the ethics of work-integrated learning.  About…

Graphic representation of data upload icons on computer with quote: "Collected data is almost always a reflection of what is valued in some way by the data collectors.”

Purpose-Driven Data 

My first career after college was as the Data Manager for a nonprofit in Kentucky that provided services to survivors of domestic violence and sexual assault. As an overly ambitious 23-year-old, I was the inaugural holder of that title and…

Quote: "Without historical source analysis, students would not see that data is only as reliable as the people who create and interpret it into new forms." with redlined map in background.

Where History and Economics Collide: Teaching on Redlining 

Though the use of data for analysis is often framed as a way of answering questions about the world, it also helps us come up with new questions, questions more aligned to the mysteries that drive us to ask questions in the first place. We (Amanda and Cora)…

"As my students routinely said, each data point represented a person's moment of emancipation, a significant moment in their life." -Amanda Laury Kleintop

Teaching with Data and Care in the Digital Humanities 

Black Digital Humanities scholars have often grappled with the contradiction that digitizing slavery’s archives, in the words of historian Jessica Marie Johnson, “threatens to replicate the death work of the slave ship register,” re-enacting the commodification of the people whose lives and histories they…

Students in a classroom or library, engaged with papers and laptops, representing active historical research. Overlaid text reads: 'Students got a taste of what it was like to be a historian by reading sources out of context, and they also arrived to class prepared for discussion.'

Historical Literacy as Data Literacy: An Intro to SOCC Analysis 

As a Civil War historian, I know the power of sharing primary sources with students to understand causality and intentionality in the past. For example, the former Chief Historian of the National Park Service has argued that few can read Confederate states’ declarations of…

"As concepts become more abstract, reaching agreement on appropriate measurement strategies becomes more difficult." -Cora Wigger

Defining and Measuring 

This semester, I’ve been working with two wonderful students doing mentored research projects of their own design. As they’ve been developing their research questions, I am reminded fondly of an exercise I did in a research methods class during grad school.   The professor, Dr. Ellen Goldring,…

"Instead of separating AI literacy and data literacy, we see data literacy as a key precursor to AI literacy." -Cora Wigger

Data Literacy as a Precursor to AI Literacy 

As the new school year begins and our weeks are filled with slide edits, planning meetings, and the smell of new notebooks, one theme is dominating the preparation: Artificial Intelligence. I am not an AI expert. I have no tips…

"There were a host of lessons to be learned about what it means to engage in equitable and engaged teaching of data literacy." -Amanda Kleintop & Cora Wigger

Engaging Students in Transcribing Historical Data: About the Project 

In this post and a series of student contributions that follow, we describe a summer project where we engaged with students doing transcription work of historical archival documents. While the original conception of the project started off as purely oriented…

Two field researchers reviewing data with quote: "Our definition and framework start with the existence of data itself—the ability to identify data as data.”

Defining Data and Data Literacy, Step 1 

When I, along with my CEL Scholar colleague Dr. Cora Wigger, describe our CEL project about data literacy and data justice to colleagues, we’re confronted with the same problem: every academic in every discipline defines “data” differently. As a historian…

Students can struggle to understand that who collects, who reports, and who disseminates information can all be different. These are questions students must learn to ask of their data, and answering those questions is a skill they must spend time practicing.”

Learning Your Data: Teaching with Data Biographies 

“It’s not ethical to use a dataset without spending time getting a very good understanding of what the data means.”  Heather Kraus When I started teaching an applied statistics class for undergraduates, I resolved to give my students as much…

"Instead of saying ‘it’s biased,’ we want students to be able to explain how something is biased, how we can learn from it, and how to use that knowledge to take steps to keep improving upon our understandings of the world.”

Data Literacy in Engaged Learning: Understanding Bias

Over my career as a student and professor, I (Amanda) have come to learn, with the help of my colleague Dr. Cora Wigger that understanding bias in research is essential to understanding causes and perpetuation of racism. In my first…