# Class Participation Log: [Course name and term]

> A log for tracking and improving your contributions to case discussions in an MBA course: what you said, which
> type of contribution it was (analysis, building, challenging, synthesising, fact or question), how good it was,
> and what you will do differently next session. It includes a contribution-type guide, a session log, a weekly
> reflection, a summary of how participation is commonly graded, and a fictional six-week example with a chart. It
> is for MBA students in discussion-based courses, especially those new to the case method or to speaking in a large
> class in a second language. Source basis: research on classroom participation (Dallimore, Hertenstein and Platt
> 2004 and 2013; Rocca 2010), reflective practice (Schön 1983; Kolb 1984) and psychological safety (Edmondson 1999),
> written in our own words. Replace every `[bracketed]` value and every row marked *Example*.

<!--
Guidance: How to use this template
- Fill one row per contribution within an hour of class, while you still remember what you said and how the room reacted.
- Aim for quality over quantity: one comment that moves the discussion beats three that repeat the case.
- Use the weekly reflection to pick one concrete change for the next week, not a general intention.
- The grading section describes common practice only. Your syllabus decides how participation is graded.
- Related templates: mba/mba-case-prep-sheet, mba/mba-case-write-up, mba/mba-case-reading-guide, mba/mba-learning-journal, mba/mba-peer-feedback, mba/mba-learning-team-charter, mba/mba-error-log, mba/mba-business-communication-card
-->

## Document control

<!-- Guidance: One log per course. Note the participation weight from the syllabus so you know what is at stake. -->

| Field | Value |
|---|---|
| Course | [Course code and name] |
| Term | [Term, year] |
| Instructor | [Name] |
| Participation weight in the course grade | [e.g. 25%, from the syllabus] |
| How participation is assessed | [Instructor notes / seat-chart scoring / peer input / self-assessment] |
| Learner | [Your name] |
| Reviewed by | [Learning-team member, mentor or coach] |
| Version | [0.1] |
| Last updated | YYYY-MM-DD |

## 1. Why log participation

<!-- Guidance: Read once. The log turns a vague worry ("I don't speak enough") into a measurable habit. -->

In discussion courses a large share of learning happens in class, and in many programmes a large share of the grade
does too. Students who prepare well often still struggle to get airtime, to time their comments, or to say something
that moves the discussion forward. Research on participation in discussion-based business courses finds that
preparation, a clear sense of what counts as a good contribution, and regular practice raise both the quantity and
the quality of participation (Dallimore, Hertenstein and Platt 2004; Rocca 2010), and that being cold-called
regularly is associated with more voluntary participation and more comfort speaking over a term (Dallimore,
Hertenstein and Platt 2013).

Logging works through reflection: describing what happened, judging it against a standard, and planning the next
attempt is the cycle of experiential learning (Kolb 1984) and of the "reflective practitioner" (Schön 1983). The log
also gives you evidence for a mid-term conversation with the instructor.

## 2. Types of contribution

<!-- Guidance: Tag every contribution with one type. Over a term, aim for a mix: building, challenging and synthesising usually count most because they move the discussion. -->

| Type | What it does | Signal phrase (your own words) | Typical value |
|---|---|---|---|
| Analysis | Brings a new piece of reasoning or a number from your preparation | "If we compute the margin per unit, the price cut needs volume to rise by 40%..." | High when it is new and relevant to the current question |
| Building | Extends a classmate's point with evidence or a consequence | "Building on Amara's point, that cost advantage disappears if..." | High: shows listening and moves the thread forward |
| Challenging | Disagrees respectfully with a claim, using evidence | "I see it differently, because the data in Exhibit 3 show..." | High when evidence-based; low when it is contrarian for its own sake |
| Synthesising | Connects several comments, or links the case to a framework or an earlier case | "We now have three explanations; they all depend on..." | Very high, especially late in a discussion |
| Fact or question | Clarifies a case fact or asks a genuine question | "Do we know whether the contract can be renegotiated?" | Useful in moderation; low if the answer is in the case |
| Experience | Relates the case to your professional experience | "In my plant we faced this trade-off and found..." | High when it adds an insight others cannot provide; low as storytelling |

A good comment is **relevant** to the current question, **new** to the room, **supported** by evidence and **short**
(30 to 60 seconds). Psychological safety, the shared belief that it is safe to take interpersonal risks in a group,
makes challenging and questioning easier for everyone (Edmondson 1999); contributing to it by crediting others and
disagreeing with ideas rather than people is itself part of good participation.

## 3. How participation is commonly graded

<!-- Guidance: General practice only. Read your syllabus and ask the instructor early how they assess. -->

Practice varies widely. In some case-method programmes participation is reported to account for up to half of a
course grade, while in others it is 10% or less (as of October 2026, from school and student publications; check
your syllabus). Common features:

- **Quality over quantity.** Most instructors judge whether a comment moved the discussion, not how often you spoke.
- **Scoring after each session.** Instructors or teaching assistants often score each student on a short scale
  (for example 0 to 3 or 1 to 4) right after class, using a seating chart.
- **Penalties.** Unexcused absence, lack of preparation when cold-called, and dominating or repeating comments are
  commonly scored down.
- **Listening counts.** Building on and crediting others is often named explicitly in participation rubrics.
- **Other channels.** Some courses count online discussion posts, office-hour conversations or small-group work.

What a half-point improvement is worth (computed in the calc file): moving from 2.5 to 3.0 on a 4-point scale adds
1.25 course-grade points out of 100 when participation is 10% of the grade, 5.00 points at 40% and 6.25 points at 50%.
Excel: `=share*(3.0-2.5)/4*100`.

## 4. Session log

<!-- Guidance: One row per contribution. Rate quality 1 to 4 against the definition in section 2: 1 repeats or is off-topic, 2 relevant but thin, 3 new and supported, 4 changes the direction of the discussion. -->

| ID | Date | Case or session | Cold call or voluntary | Type | What I said (one line) | Quality (1 to 4) | Room's reaction |
|---|---|---|---|---|---|---|---|
| PART-001 *(Example)* | YYYY-MM-DD | Session 3: [Case title] | Voluntary | Analysis | Break-even volume rises 18% if we match the competitor's price | 3 | Instructor wrote it on the board, two students built on it |
| PART-002 *(Example)* | YYYY-MM-DD | Session 3 | Voluntary | Fact or question | Asked whether the supplier contract allowed price changes | 2 | Answer was in the case; brief |
| PART-003 *(Example)* | YYYY-MM-DD | Session 4: [Case title] | Cold call | Analysis | Opened with the decision and my recommendation in 45 seconds | 3 | Discussion started from my framing |
| PART-004 *(Example)* | YYYY-MM-DD | Session 5: [Case title] | Voluntary | Synthesising | Linked three explanations to one root cause, the incentive plan | 4 | Instructor moved to the next board |
| PART-005 | YYYY-MM-DD | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |
| PART-006 | YYYY-MM-DD | [ ] | [ ] | [ ] | [ ] | [ ] | [ ] |

Preparation for the next session (from mba/mba-case-prep-sheet):

| Session | My position on the main question | Two numbers I can cite | One point to build on or challenge |
|---|---|---|---|
| *Example:* Session 6 | Recommend the staged launch | Payback 3.5 years; churn 4% a month | The pricing argument ignores channel conflict |
| [ ] | [ ] | [ ] | [ ] |

## 5. Weekly reflection

<!-- Guidance: 15 minutes at the end of each week. Answer the prompts in writing; then pick one change. -->

| Prompt | Week [n] answer |
|---|---|
| How many contributions, and of which types? | [ ] |
| Which contribution moved the discussion most, and why? | [ ] |
| When did I want to speak but did not? What stopped me? | [ ] |
| Did I build on or credit a classmate? | [ ] |
| What feedback did I get (instructor, peers, learning team)? | [ ] |
| One concrete change for next week (behaviour, not intention) | [ e.g. "Make my first comment in the first 20 minutes in at least two sessions"] |

Example profile (fictional learner, six weeks, 27 contributions; computed in the calc file):

| Week | Contributions | Mean quality (1 to 4) | Building, challenging or synthesising |
|---|---|---|---|
| 1 | 4 | 1.50 | 0 (0%) |
| 2 | 4 | 2.25 | 1 (25%) |
| 3 | 4 | 2.50 | 2 (50%) |
| 4 | 5 | 2.80 | 3 (60%) |
| 5 | 5 | 3.20 | 4 (80%) |
| 6 | 5 | 3.40 | 4 (80%) |

Over the six weeks the count barely changes, but quality rises from 1.50 to 3.40 and the share of high-value types
from 0% to 80%. That is the pattern to aim for. Totals by type: analysis 9, building 6, challenging 4, synthesising 4,
fact or question 4; overall mean quality 2.67. Excel: `=AVERAGE(G2:G28)`, `=COUNTIF(E2:E28,"Building")`.

```vega-lite
{
  "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
  "description": "Weekly mean quality of contributions for a fictional learner over six weeks.",
  "width": 360,
  "height": 200,
  "data": {"values": [
    {"week": 1, "quality": 1.5}, {"week": 2, "quality": 2.25}, {"week": 3, "quality": 2.5},
    {"week": 4, "quality": 2.8}, {"week": 5, "quality": 3.2}, {"week": 6, "quality": 3.4}
  ]},
  "mark": {"type": "line", "point": true},
  "encoding": {
    "x": {"field": "week", "type": "ordinal", "title": "Week"},
    "y": {"field": "quality", "type": "quantitative", "title": "Mean quality (1 to 4)", "scale": {"domain": [1, 4]}}
  }
}
```

## 6. Routine and tactics

<!-- Guidance: Small, repeatable habits. Choose two at a time. -->

```mermaid
flowchart LR
  A["Prepare: position and two numbers"] --> B["Speak early: first 20 minutes"]
  B --> C["Listen and note who said what"]
  C --> D["Build, challenge or synthesise"]
  D --> E["Log within one hour"]
  E --> F["Weekly reflection: one change"]
  F --> A
```

- Prepare a one-sentence position on the main question and two numbers you can cite.
- Speak early: an early comment lowers the cost of the next one.
- Write classmates' names next to their points so you can build on them precisely.
- When you disagree, name the evidence first and the conclusion second.
- Late in the discussion, look for the synthesis: what do the last five comments have in common?
- For non-native speakers: prepare the first sentence of two likely comments word for word; the rest follows.
- If the instructor offers office hours, ask at mid-term how your participation is assessed and one thing to change.

## 7. Self-test

<!-- Guidance: Answer from memory; then check the Answer key. -->

1. Name the four high-value contribution types in this log.
2. A classmate says "the CEO should cut prices"; you add that the cut only pays if volume rises 18%. Which type is it?
3. Why is "quality over quantity" more than a slogan in grading?
4. Participation is 40% of a course grade. What is a move from 2.5 to 3.0 on a 4-point scale worth?
5. What should the "one concrete change" in a weekly reflection look like?

## Sources and further reading

<!-- Guidance: Research behind the method. -->

- Dallimore, E. J., Hertenstein, J. H., and Platt, M. B. (2004). Classroom participation and discussion
  effectiveness: student-generated strategies. *Communication Education*, 53(1).
- Dallimore, E. J., Hertenstein, J. H., and Platt, M. B. (2013). Impact of cold-calling on student voluntary
  participation. *Journal of Management Education*, 37(3), 305-341.
- Rocca, K. A. (2010). Student participation in the college classroom: an extended multidisciplinary literature
  review. *Communication Education*, 59(2), 185-213.
- Edmondson, A. (1999). Psychological safety and learning behavior in work teams. *Administrative Science
  Quarterly*, 44(2), 350-383.
- Kolb, D. A. (1984). *Experiential Learning: Experience as the Source of Learning and Development*. Prentice Hall.
- Schön, D. A. (1983). *The Reflective Practitioner: How Professionals Think in Action*. Basic Books.
- Further reading (by name only): Christensen, Garvin and Sweet, *Education for Judgment*; Ellet, *The Case Study
  Handbook*.

## Answer key

<!-- Guidance: Check after attempting. -->

1. Analysis, building, challenging and synthesising (experience can be high-value when it adds a unique insight).
2. Building, because it extends a classmate's point with a consequence, supported by analysis.
3. Instructors typically score whether a comment moved the discussion; frequent comments that repeat the case or
   others can be scored down, so more airtime does not raise the grade by itself.
4. 0.40 x 0.5 / 4 x 100 = 5.00 course-grade points out of 100.
5. A specific behaviour you can check next week, such as "make my first comment within the first 20 minutes in two
   sessions", not "participate more".

## Revision history

<!-- Guidance: New version each term. -->

| Version | Date | Author | Change |
|---|---|---|---|
| 0.1 | YYYY-MM-DD | [Name] | Log started from template |
| [0.2] | YYYY-MM-DD | [Name] | [Mid-term review with instructor feedback] |

## Standard and licence note

Based on published research on classroom participation, reflective learning and psychological safety, summarised in
original wording. The contribution types, rubric scale and example are original and written for this collection;
the grading description reflects general practice as of October 2026 and is not any school's policy. The template is
not affiliated with or endorsed by any business school. The learner and all figures in the example are fictional.
Check your syllabus for how your course assesses participation. Template licence: MIT.