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Three professionals select significant visual evidence and discuss a data-based action
TF33 · Mixed-Skill Mastery

Brief Significant Data and Recommend an Action

B2 · Evidence, limitation, recommendation and revision

Level
B2
Time
30 minutes
Lesson type
Mixed-Skill / Mastery
Topic family
Data, Numbers & Visual Information
Why this lesson matters · เหตุผลที่เรียนบทนี้

For learners: A useful data briefing selects evidence for a decision, distinguishes description from inference and states what the dataset cannot prove.

For teachers: Reading, numerical accuracy, listening context, stakeholder challenge and independent revision form one evidence-to-action cycle.

สำหรับผู้เรียน: การบรรยายข้อมูลที่ใช้ได้จริงต้องเลือกหลักฐานเพื่อการตัดสินใจ แยกข้อเท็จจริงออกจากการตีความ และระบุสิ่งที่ข้อมูลยังพิสูจน์ไม่ได้
สำหรับครู: การอ่าน ความแม่นยำทางตัวเลข บริบทจากการฟัง ข้อท้าทายของผู้มีส่วนได้ส่วนเสีย และการปรับคำแนะนำ รวมเป็นวงจรจากหลักฐานสู่การตัดสินใจ

Your Goal

Select decision-relevant data, explain a pattern and limitation, answer a challenge and adapt a recommendation after updated figures.

คำอธิบายเป้าหมายภาษาไทย

เลือกข้อมูลที่เกี่ยวกับการตัดสินใจ อธิบายรูปแบบและข้อจำกัด ตอบข้อท้าทาย และปรับคำแนะนำเมื่อได้รับตัวเลขใหม่

Why this lesson matters

For the learner: A useful data briefing selects evidence for a decision, distinguishes description from inference and states what the dataset cannot prove.

For the teacher: Reading, numerical accuracy, listening context, stakeholder challenge and independent revision form one evidence-to-action cycle.

EVDADAPTFPProgress Focus
EVD · EvidenceSelect accurate figures, units, periods and limitations.
ADAPT · AdaptationRevise the recommendation when updated figures change the evidence weight.
FP · Final PerformanceDeliver a concise independent briefing that answers the decision question.

30-minute lesson path

3 minOrient
4 minAccuracy
5 minSelect
5 minListen
6 minChallenge
7 minFinal
Teacher Lesson Plan · Read before class

Use the fictional dataset only. Do not reward a confident recommendation that lists figures without explaining relevance, comparison, uncertainty or a decision condition.

TimeTeacher doesStudent doesEvidence
0–3Sets the decision question and source frame.Identifies unit, period and decision.Data orientation.
3–7Checks percent, percentage points and inference.Repairs inaccurate claims.Numerical precision.
7–12Challenges exhaustive description.Selects significant positive and negative evidence.Decision relevance.
12–17Plays stakeholder context.Integrates survey and capacity limitations.Audio integration.
17–23Adds competing stakeholder priorities.Defends a conditional recommendation.Reasoned challenge response.
23–30Plays independent update.Revises and retries one weak criterion.EVD / ADAPT / FP.

1. Orient the dataset to the decision

3 min

Decision question

Should the fictional Community Skills Programme expand weekend workshops next quarter?

Source: internal dashboard · Q1–Q2 · fictional figures · updated after enrolment close.

Reading order

Topic: programme performance
Period: Q1 to Q2
Units: people, percent, percentage points and pounds
Decision: expand, delay or run a conditional pilot

STUDENT TASK
  1. State the decision in one sentence.
  2. Name the period and four units.
  3. Say which measures show scale, quality, access and cost.
  4. Identify one cause the dashboard cannot prove.
You are ready whenYour briefing has a clear decision frame before any figures.
Teacher Help · Stage 1

Stop causal claims. The dashboard records change; it does not by itself explain why the change occurred.

2. Make the numbers precise

4 min
MeasureQ1Q2Accurate changeWhat it does not prove
Participants420 people510 people+90 · about +21.4%Demand will continue rising
Completion rate78%82%+4 percentage pointsThe workshops caused the rise
Repeat attendance34%46%+12 percentage pointsEvery group returned equally
Cost per participant£72£69−£3 · about −4.2%Quality stayed unchanged
Rural access share18%17%−1 percentage pointWhy access fell
Description
Participation rose to 510.
Supported inference
This suggests stronger reach.
Overclaim
Expansion caused success.
STUDENT TASK
  1. Explain percent versus percentage points with the completion rate.
  2. Repair “Completion increased by four per cent.”
  3. Give one accurate description, one supported inference and one explicit limit.
  4. Calculate only the two changes already shown; do not invent precision.
You are ready whenYour language matches the unit and evidence strength.
Teacher Help · Stage 2

Require “from / to / by / at” patterns and distinguish a relative percent change from a percentage-point difference.

3. Select data for two possible actions

5 min

Action A · Expand weekends

Support: participants +21.4%; completion +4 points; repeat attendance +12 points; cost per participant down £3.

Risk: scale may hide unequal access or capacity pressure.

Action B · Improve access first

Support: rural access share fell one point despite overall growth.

Risk: delaying all expansion may waste demonstrated demand.

STUDENT TASK
  1. Select three figures that support Action A.
  2. Select one figure that challenges it.
  3. Rank the figures by relevance to the decision.
  4. Give a provisional recommendation with one condition and one missing question.
Provisional briefingThe strongest evidence for ___ is ___. However, ___ limits this conclusion. I recommend ___ provided that ___. Before a full decision, we need ___.
You are ready whenYou select rather than recite and connect every figure to the decision.
Teacher Help · Stage 3

Ask why each chosen figure matters. Remove any figure the learner cannot connect to the decision question.

4. Listen to stakeholder context

5 min
Audio 1 · British English · Amy
STUDENT TASK
  1. First listen: state the main caution.
  2. Second listen: record the satisfaction response rate, under-represented group and capacity constraint.
  3. Explain which evidence still supports expansion.
  4. Explain which limitation weakens a full expansion.
  5. Revise one sentence in the provisional briefing.
Transcript · open after responding

The dashboard supports a positive performance story, but the evidence has limits. Participation rose from four hundred and twenty to five hundred and ten, and completion increased by four percentage points. However, the rural access share fell from eighteen to seventeen per cent. The satisfaction survey covered sixty-two per cent of participants, while rural participants were under-represented. Weekend rooms are close to capacity, so a full expansion could reduce service quality. Compare a limited pilot with an access-first plan.

You are ready whenYou integrate context without discarding valid dashboard evidence.
Teacher Help · Stage 4

Play once for gist and once for evidence. Survey coverage and sample representation are different limitations.

5. Answer a stakeholder challenge

6 min

Finance challenge

“Participation, completion and cost all improved. Why not expand every weekend immediately?”

Access challenge

“Rural access fell and the sample under-represents rural participants. Why expand before fixing access?”

STUDENT TASK
  1. Answer both stakeholders using different evidence.
  2. State what the dashboard supports and what it cannot determine.
  3. Recommend a limited pilot, delay or access-first plan.
  4. Set two conditions and one monitoring measure.
  5. Partner challenge: “What figure would make you change your recommendation?”
Conditional recommendation
I recommend a limited weekend pilot because participation, completion and repeat attendance improved while cost per participant fell. However, rural access and capacity evidence argue against immediate full expansion. The pilot should include reserved rural places and a shuttle trial, with expansion reviewed only if completion stays above 80% and rural access rises.
You are ready whenYour recommendation balances performance, access, capacity and uncertainty.
Teacher Help · Stage 5

Do not accept “both sides are right.” Require a decision, conditions, evidence and a change threshold.

6. Final Practice · revise after the Q3 update

7 min
Audio 2 · American English · Matthew

Independent decision briefing

  1. State how each new figure strengthens, weakens or complicates the previous recommendation.
  2. Select at least four decision-relevant figures with unit and period.
  3. Give a revised recommendation, two conditions and one limitation.
  4. Answer: “Why should we trust this conclusion with a 48% survey response?”
  5. Name one trigger measure for the next decision.
  6. Deliver a 90-second briefing or 160–200 word response.

No model. Evidence notes only.

Final transcript · open after scoring

The quarter three update changes the decision. Participation reached five hundred and sixty, but completion slipped to eighty per cent. Rural access improved to twenty-three per cent after a shuttle trial, while cost per participant rose to seventy-one pounds. The satisfaction survey response rate fell to forty-eight per cent, and one weekend site will close for repairs next month. Revise the recommendation, state what remains uncertain and identify one measure that should trigger the next decision.

Progress Check

EVD · Evidence

2: Selects accurate figures, units, periods and limitations and links each to the decision.

1: Uses relevant evidence but has one accuracy or relevance gap.

0: Lists or misstates data without a supported link.

ADAPT · Adaptation

2: Revises the recommendation explicitly because the update changes evidence weight.

1: Updates partially without clear weighting or conditions.

0: Ignores the new evidence.

FP · Final Performance

2: Gives a concise independent recommendation, conditions, limitation and trigger measure.

1: Briefing is coherent but misses one required element.

0: Cannot complete a supported decision briefing.

Target: 5/6 overall, EVD = 2 and no zero. Correct one evidence error, then retry only the weakest criterion.

Teacher Help · Stage 6

Play once for gist and once for evidence. Hide the transcript and model until scoring ends.

คำอธิบายภาษาไทย · เปิดเมื่อจำเป็น

กำหนดคำถามตัดสินใจก่อน เลือกเฉพาะตัวเลขที่เกี่ยวข้อง แยกข้อเท็จจริง การตีความ และข้อจำกัด แล้วปรับคำแนะนำเมื่อข้อมูลใหม่เปลี่ยนน้ำหนักของหลักฐาน

Continue your learning path

Learn first

Explain a Chart

Explain a chart with an overview, accurate figures and a cautious implication

อธิบายกราฟด้วยภาพรวม ตัวเลขที่ถูกต้อง และข้อสรุปอย่างระมัดระวัง

Review and prove progress

Listening: Compare the Figures and Find the Key Difference

Review spoken figures, comparisons and updated conclusions

ทบทวนตัวเลขจากการฟัง การเปรียบเทียบ และการปรับข้อสรุป

Same language, different skill

A One-Paragraph Executive Summary

Turn significant evidence and a recommendation into a concise written summary

เปลี่ยนหลักฐานสำคัญและคำแนะนำเป็นบทสรุปเขียนที่กระชับ

Related topic

Numbers, Dates, and Figures

Make dates, percentages and figures easy for a listener to hear

ฝึกพูดวันที่ เปอร์เซ็นต์ และตัวเลขให้ผู้ฟังได้ยินชัด