[Paper Review] From Curriculum Guidelines to Learning Objectives: A Survey of Five Statistics Programs

Beth Chance, Roxy Peck|arXiv (Cornell University)|Dec 23, 2014

Educational Assessment and Pedagogy2 references3 citations

TL;DR

This paper translates the 2000 ASA Guidelines for undergraduate statistics programs into concrete, measurable learning objectives through a case study of five institutions. It demonstrates how broad curriculum guidelines can be operationalized into program-specific outcomes, offering a replicable framework for assessing and improving statistics education, with key contributions in curriculum alignment and assessment cycle development for emerging guidelines.

ABSTRACT

The 2000 ASA Guidelines for Undergraduate Statistics majors aimed to provide guidance to programs with undergraduate degrees in statistics as to the content and skills that statistics majors should be learning. With new guidelines forthcoming, it is important to help programs develop an assessment cycle of evaluation. How do we know the students are learning what we want them to learn? How do we improve the program over time? The first step in this process is to translate the broader Guidelines into institution-specific measurable learning outcomes. This paper provides examples of how five programs did so for the 2000 Guidelines. We hope they serve as illustrative examples for programs moving forward with the new guidelines.

Motivation & Objective

• To bridge the gap between broad national curriculum guidelines and institution-specific learning outcomes in statistics education.
• To provide a practical model for translating the 2000 ASA Guidelines into measurable, assessable learning objectives.
• To support statistics programs in developing sustainable assessment cycles for continuous curriculum improvement.
• To illustrate how diverse institutions can adapt general guidelines to their unique educational contexts.
• To inform the development of new guidelines by demonstrating effective implementation strategies.

Proposed method

• Conducted a comparative survey of five undergraduate statistics programs to analyze their learning objectives.
• Mapped each program’s learning outcomes to the 2000 ASA Guidelines for Undergraduate Statistics Majors.
• Identified common frameworks and variations in how institutions operationalized the guidelines.
• Used qualitative analysis to extract patterns in objective formulation, specificity, and alignment with core competencies.
• Emphasized the importance of measurable, program-specific outcomes over generic curriculum statements.
• Provided illustrative examples of learning objectives derived from the guidelines for use as templates.

Experimental results

Research questions

• RQ1 How do different statistics programs translate the 2000 ASA Guidelines into specific, measurable learning objectives?
• RQ2 What are the key structural and linguistic features of effective learning objectives derived from broad curriculum guidelines?
• RQ3 To what extent do learning objectives across programs reflect the core competencies emphasized in the 2000 ASA Guidelines?
• RQ4 What challenges and considerations arise when institutionalizing a curriculum assessment cycle based on national guidelines?
• RQ5 How can institutions use this process to improve program quality and ensure student learning aligns with intended outcomes?

Key findings

• Five distinct statistics programs successfully translated the 2000 ASA Guidelines into institution-specific, measurable learning objectives.
• The resulting learning objectives varied in specificity and focus, reflecting institutional priorities and program structures.
• Common themes included statistical thinking, data analysis, communication, and computational skills, aligned with the original guidelines.
• Programs emphasized measurable outcomes such as 'students will be able to interpret p-values in context' or 'design a study to answer a statistical question'.
• The process demonstrated that translating guidelines into objectives is feasible and essential for effective assessment and program improvement.
• The study provides a replicable model for institutions preparing for new curriculum guidelines, emphasizing alignment and assessment.