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Evaluating Learning Using Online Homework
Andrew BennettCenter for Quantitative Education
Kansas State University
The Big Question
• Does Online Homework Improve Learning?
The Big Question
• Does Online Homework Improve Learning?• This is the wrong question!
The Big Question
• Does Online Homework Improve Learning?• This is the wrong question!
• Better questions:– Which students does it help?– Under what circumstances does it help?– Why?
Knowledge Discovery in Databases
• Classification– Different groups of students react differently.
What are the groups and how do they differ?– What problems do students do similarly on?
• Modeling– Can we track changes through time?– Can we predict success (or failure) for students?
Classification
• Clustering techniques– Hierarchical clustering (agnes)– K-means (pam)
• Projections– Singular Value Decomposition– Non-linear methods
Clustering points
Clustering points
Oranges vs. Peaches
• Suppose an orange is fruit for r < 0.9 and peel for r>0.9
• And a peach is fruit for r>0.5 and pit for r<0.5• Which has more fruit?
The Peach
• The orange is 72.9% fruit• The peach is 87.5% fruit
37 Dimensions
• Outer 10% of radius encompasses 98% of total 37D volume.
• Any change in the center of the clusterdrastically changesits contents.
Project onto lower dimension using Singular Value Decomposition
Modeling
• Regression– Linear– Logistic
• Hidden Markov Models– Lets you model through time
Qualitative Methods
• Student evaluations• Interviews– Asking students to solve problems while you
watch is often useful.– $10 or Extra Credit or Help going over an exam
can induce students to participate.• Key to answering WHY questions.• IRB
Use Online Homework to Evaluate Offline Instruction
• Can handle large numbers easily• Maintain standards for scoring• “It’s not all about technology” – Don’t ignore the context
Useful Measurements
• Perfect vs. Non-perfect scores– Sometimes 90% works better than perfect
• Inverse time to perfect (speed)• Acceleration (differences of speeds)
• Don’t neglect non-online data– Problem by problem exam scores– Attendance data
Useful Software
• R– Free– Can find packages to do almost anything– Very useful in teaching stats
• Matlab– Need to purchase appropriate toolboxes– I find it easier to use than R– Very useful in teaching numerical methods
Useful Software
• SQL Database– Allows you to slice and dice the data to form the
measures you find most useful.• Spreadsheet– Basic statistics – Goal seek for logistic regression– Easy Graphs
Research Nuggets
• Student ideas about what it means to learn mathematics are very important.
• Students start interested in learning, but shift to being interested in finishing.
• After about 4 attempts, outside intervention is appropriate.
• Timing of deadlines matters.• Being mobile-friendly is useful.