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Frequent Small Assessment

All the Reasons

Geoffrey Challen (on behalf of CS 124)

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Only Frequent Small Assessment

All Some of the Reasons

Geoffrey Challen (on behalf of CS 124)

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White

Male

Cisgender

Heterosexual

Well-Paid

Able

INTJ

Ultimate frisbee player

…etc

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0.0. Terminology

  • Frequent Small Assessment
  • High-Stakes Assessment
  • Only Frequent Small Assessment
    • => No high-stakes assessments
    • => No midterm, no final

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0.1. Visualizing Frequent Small

Time

% Grade Completed

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0.1. Visualizing Frequent Small

Time

% Grade Completed

Midterm (40%)

Final (60%)

Traditional Model

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0.1. Visualizing Frequent Small

Time

Student Preparation

Midterm (40%)

Final (60%)

Traditional Model

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0.1. Visualizing Frequent Small

Time

% Grade Completed

Midterm (40%)

Final (60%)

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0.1. Visualizing Frequent Small

Time

% Grade Completed

CS 124

(Only Frequent Small)

~80 daily exercises (0.4% each)

15 quizzes (2.6% each)

1 project (7 weekly checkpoints, 4.2% each)

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0.1. Visualizing Frequent Small

Time

% Grade Completed

CS 124

(Only Frequent Small)

Student Preparation

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0.2. Problems with High-Stakes Assessments

  • Cramming
  • Element of surprise
  • Exam administration
  • Student stress and anxiety
  • Steals points from frequent small assessments

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0.3. Does It Work?

Data from CS 124 Fall 2020–Spring 2022 (asynchronous online format)

  • Total enrollment: 3,344
    • 50% more than previous 2-year period
    • 80% non-majors (50% acceptance rate)
  • Pass rate: 96.5%, 79% A-range grades
  • Experience performance gap: 1% typical, 0% observed
    • Defined as between students with no prior experience and with any prior experience
  • Strong continuation and performance in downstream courses for both majors and non-majors
  • Inherited a course that was already headed in this direction
    • Having 15 computerized proctored quizzes to write questions for is a nice problem to have…

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All the Reasons for Frequent Small Assessment

  1. Students do better
  2. Preparation drives learning
  3. Supports successful strategies
  4. Help students not get behind
  5. Support students proactively
  6. Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration

Enter a number between 1 and 12:

|

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  1. Students Do Better

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Stick around for the talk at 2PM by Craig's research group
    • Measured improvement in performance achieved by FSA compared to HSA
  • But this probably understates the case
    • HSA assessment results artificial boosted by cramming
    • Lots of other benefits! (#2–12)
  • Short-term memory is the ultimate confounder with HSAs

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2. Preparation Drives Learning

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Students prepare for assessments
  • Preparation drives learning
  • Spaced preparation ~ spaced repetition, which has been shown to be highly effective
    • Why don't we talk about this more?

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3. Supports Successful Strategies

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Ask yourself: How would you tell a student to approach succeeding in your course?
  • Design your grade structures accordingly
  • Press # for mini rant on self-regulation
    • Midterm + Final isn't like "the real world"
    • Faculty are poorly prepared to make claims about self-regulation

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4. Help Students Not Get Behind

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Assessment frequency limits the degree to which students can unknowingly fall behind in your course
    • 8 weeks in: way too late
    • 2 weeks in: salvageable
  • Make sure students know what they don't know as soon as possible so that they can learn what they need to know
  • Side note—
    • Forces instructors to deal with pacing issues
    • If only 50% of the class meets a deadline, you have a problem with your deadline

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5. Support Students Proactively

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Use data to spot and approach students who are struggling early
    • Replicate the feeling of a small class
    • Can help; doesn't always
    • But make sure students who are having a hard time know that they are seen
  • Great for introductory courses, for first-year students, and for students who have trouble transitioning to college
    • Everyone, really

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6. Improves Course Design

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Data from tightly-scoped assessments points directly at problems with course sequencing and pacing
  • (Story from CS 124)

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7. Student-Friendly Grading Policies

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • More assessment data allows for student-friendly grading policies
    • Dropping low scores (discard outliers)
    • Second-chance assessment (oversampling)
    • Catch-up grading (smoothing)

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8. Students Learn How to Learn

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • More assessments gives students more chances to learn how to study and prepare
    • Particularly when combined with student-friendly grading policies like dropping low scores
  • Also allows students to become comfortable with proctoring environments and processes
  • HSAs don't provide enough practice or reliable results

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9. Support Student Preparation

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Unlearn the HSA mindset
    • Telling students what is on the quiz is OK
    • Telling students what is on the quiz will help them prepare
    • Telling students what is on the quiz will reduce anxiety
    • Telling students what is on the quiz is good!
  • CS 124
    • Every quiz has a practice quiz
    • The practice quiz is very similar to the actual quiz

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10. * Probably Less Stressful

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Two high-stress events v. 15 low-stress events
    • Hypothesis: stress is not additive
    • FSA becomes routinized, HSA is always unusual
  • Now incorporate the effects of
    • student-friendly grading
    • availability of preparation materials
    • no secrecy about what is on the exam
    • directly incentivized preparation

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11. * Course Feels Easier

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • What are you more likely to remember?
    • Running 1 mile a day for 30 days
    • Running 30 miles in one day
  • By scaffolding student effort students achieve more while feeling like they are doing less
    • Can use this as an opportunity to cover more material
    • Or just let the course feel easier
  • CS 124 students write way more code than they used to, with similar perceptions of difficulty

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12. Simplifies Course Administration

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Absences can be easily accommodated by drops
    • No more doctor's notes
    • No more death certificates
    • Enables a much more empathetic way of working with students
  • Frequent doesn't mean rigid
    • Can build in flexibility to allow students to create gaps for other things without getting too far behind

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All the Reasons for Frequent Small Assessment

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration

Enter a number between 1 and 12:

Control-C

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2.0. What You'll Need

  • Lots (and lots) of questions
    • Breadth before depth (coverage before variants)
    • No need to use any specific tool or framework
  • Examples from CS 124, per semester
    • ~70 homework programming exercises (homework)
    • ~45 quiz "" (quizzes)
    • ~45 practice quiz "" (practice quizzes)
    • ~++ for extra practice
  • Currently have ~620 programming problems
  • Opportunities for inter-institution collaboration

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2.1. What Would Help

  • Institutional acceptance
    • Time to start de-embedding the "traditional" model
  • Institutional recognition
    • Focus on grade design in teaching evaluation
    • (Deemphasize "the show")
  • Institutional support
    • Help with logistics and exam management
    • Particularly for large courses
    • FSA-friendly policies
    • Testing centers
      • But a cautionary note…

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2.2. All That Said

You can move to FSA-only today using your existing course schedule, facilities, and infrastructure

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2.3. CS Can Lead

Computer science is uniquely positioned to lead on FSA

  • Autograding
  • Computerized testing
  • Skill-based courses
  • Lots of student interest
  • Right skill set

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All the Reasons for Frequent Small Assessment

  • Students do better
  • Preparation drives learning
  • Supports successful strategies
  • Help students not get behind
  • Support students proactively
  • Improves course design
  • Student-friendly grading policies
  • Students learn how to learn
  • Support student preparation
  • * Probably less stressful
  • * Course feels easier
  • Simplifies course administration
  • Questions?

Enter a number between 1 and 12:

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