Thu, Mar 4, 2027Spring (Semester 2) · Week 7Day 31 of 6780-min block

Bias, error, graph choice

Today's target

Identify sources of bias and error and choose the right graph for your physiology data.

Due today · Data table Required

Draft graph showing the physiology comparison with labeled axes, units, a title, and an annotated bias-and-error note.

Your 4 steps today
  1. 1
    Do this
    Identify sources of bias and error and choose the right graph for your physiology data.
  2. 2
  3. 3
    Submit this
    Data table: Draft graph showing the physiology comparison with labeled axes, units, a title, and an annotated bias-and-error note.
  4. 4
    Submit it here
    1. 1CMSD website. Go to clevelandmetroschools.org and click the Clever button.
    2. 2Clever. Clever opens. Sign in if it asks.
    3. 3Microsoft (district) login. Use your district Microsoft account (the one for school).
    4. 4Schoology. Open Schoology, then your class, then Assignments, and find the file named below.
    The file to submit is named: Biotechnology for Health (Biomedical Innovations) › Bias, error, graph choice, CER conclusion, limitations. › Data table
    Open Schoology
Were you absent? Jump to the make-up plan
Where this fits
Tested on (Ohio WebXam)
Biotechnology for Health and Disease · 072125
PLTW lesson
BI · Bias, error, graph choice
WebXam domain
Microbiology Testing and Technology
Evidence to produce
Data table
Lab / skill
Khan Academy Statistics and Probability
Quick glossary
CER:
Claim, Evidence, Reasoning — make a claim, back it with evidence, explain your reasoning.
SOP:
Standard Operating Procedure — the exact steps to follow (especially in a lab).
Tracker:
Your PLTW progress log where you record completed evidence.
myPLTW:
The PLTW course site where you do the online activities — you open it through Schoology.
Learn first

Minute-by-minute · 80-minute block

💡 Big idea: Choosing the right graph for your data is not an aesthetic decision -- the wrong graph can obscure or distort the pattern your study was designed to detect.

  1. 0-10Introduce bias versus measurement error: definitions and examples in physiology studies
  2. 10-30List possible bias and error sources specific to your own study
  3. 30-50Choose a graph type: bar, line, scatter, or box plot -- justify the choice for your comparison
  4. 50-65Draft the graph with labeled axes, units, and a title
  5. 65-77Add a bias-and-error annotation note on the graph and submit
  6. 77-80Exit check: which bias source is most likely to affect your conclusion and why?
Mr. Mendoza's 5-minute intro
  • Before you run your statistics, you need to know what could have gone wrong with your data.
  • Today you will name the bias and measurement-error sources in your study and choose the graph that best shows your comparison.
  • A graph that hides important variation is a misleading graph -- you will learn to make graphs that reveal what the data actually says.
  • Graph literacy and error analysis appear in the data-analysis skills tested by WebXam 072125.
Do this, step by step
  1. 1List possible sources of bias and measurement error in your study.
  2. 2Decide which graph type best shows your comparison.
  3. 3Draft the graph with labeled axes and units.
  4. 4Note how bias or error could affect what the graph shows.
  5. 5Submit your graph draft with a bias-and-error note.
You'll be able to
  • You can name specific bias and error sources in your study.
  • You can justify your graph choice for the comparison.
Know by the end
  • The specific bias and measurement-error sources that threaten validity in a physiology study.
  • How to select the appropriate graph type for a comparison between two conditions.
  • How acknowledged bias or error must appear in any honest data interpretation.
📺 Tutor me: Khan Academy Statistics and Probability
Do the work

Your PLTW work today

Open this PLTW section today

Bias, error, graph choice, CER conclusion, limitations. · Bias, error, graph choice

Day 2 of this lesson. Open this exact section in myPLTW (reached through Schoology), then do the work below.

Do this: Open Problem 2 in your myPLTW course shell and locate the graphing or data-visualization activity to review the graph format requirements.

Complete

Mark the graphing activity complete in your tracker after submitting your graph draft.

How far to get

The biometric-privacy CER is done; by end of today your draft graph with labeled axes and a bias-and-error note should be submitted.

Upload as evidence

Draft graph with labeled axes, units, and a bias-and-error annotation note submitted to Schoology.

All PLTW activities are completed inside the PLTW course environment — this page only gives direction. Submit producibles on Schoology.

The plan

Today's PLTW tracker

Check things off as you work, then submit. This tells Mr. Mendoza how you're doing so he can help the class. It does not replace turning in your producible on Schoology.

Use the code Mr. Mendoza gave you, not your name. Saved on this device.

Bias, error, graph choice, CER conclusion, limitations.Day 2 of this projectSee the full week plan
Today's PLTW target

Bias, error, graph choice, CER conclusion, limitations. · Bias, error, graph choice

Open Problem 2 in your myPLTW course shell and locate the graphing or data-visualization activity to review the graph format requirements.

The biometric-privacy CER is done; by end of today your draft graph with labeled axes and a bias-and-error note should be submitted.

This is how Mr. Mendoza sees the class keeping pace with PLTW. Be honest, it only helps if it is accurate.

1 · What you do today

🎯 Identify sources of bias and error and choose the right graph for your physiology data.

  • List possible sources of bias and measurement error in your study.
  • Decide which graph type best shows your comparison.
  • Draft the graph with labeled axes and units.
  • Note how bias or error could affect what the graph shows.
  • Submit your graph draft with a bias-and-error note.
2 · Turn in today

Data table: Draft graph showing the physiology comparison with labeled axes, units, a title, and an annotated bias-and-error note.

Submit on Schoology

Upload by 11:29 PM for full credit.

3 · Who's doing what (team)
TaskWho
List possible sources of bias and measurement error in your study._______
Decide which graph type best shows your comparison._______
Draft the graph with labeled axes and units._______
Note how bias or error could affect what the graph shows._______
Submit your graph draft with a bias-and-error note._______

Working solo? Put your own name in "Who" for every row.

4 · Words I can use correctly
5 · I'm successful today when I can…
  • You can name specific bias and error sources in your study.
  • You can justify your graph choice for the comparison.
6 · Reflection & next steps
Where are you today?0/7 checked
Pick your period and code first.
Explore

Teacher-posted resources

Classroom documents for this lesson. Ones marked “Open the file” open right here; the rest are posted in Schoology. Use the label on each card to choose the right move.

Catch-up / reteachFor: Need extra support
PLTW BI Activity 2.1.3 Making Results Meaningful
worksheet/handoutOpens here
Open the file

Use this if you were absent, got stuck, or need another pass before you submit the lesson artifact.

Placement rationale

Matched Statistical analysis and t-test reasoning by path:Biomedical-Innovations/Problem-2_Human-Physiology/2.1_Human-Physiology; keywords:statistical analysis. Score 138. Visibility: student-schoology (student-facing resource; link through Schoology rather than local path).

Catch-up / reteachFor: Need extra support
PLTW BI 2.1.3 Statistical Analysis Three Examples Resource
worksheet/handoutOpens here
Open the file

Use this if you were absent, got stuck, or need another pass before you submit the lesson artifact.

Placement rationale

Matched Statistical analysis and t-test reasoning by path:Biomedical-Innovations/Problem-2_Human-Physiology/2.1_Human-Physiology; keywords:statistical analysis. Score 134. Visibility: student-schoology (student-facing resource; link through Schoology rather than local path).

Use during lessonFor: Everyone
BI Project 2.1.1 Scientific Research Student Activity
worksheet/handoutOpens here
Open the file

Open this when the class reaches this activity and use it to complete the required lesson artifact.

Placement rationale

Matched Statistical analysis and t-test reasoning by path:Biomedical-Innovations/Problem-2_Human-Physiology/2.1_Human-Physiology. Score 126. Visibility: student-schoology (student-facing resource; link through Schoology rather than local path).

How to get there: open the CMSD website, click Clever, sign in with your Microsoft (district) account, then open Schoology from Clever.

Lab day

Lab & supplies

Bring / set up
Lab computers with spreadsheet softwareSaved physiology dataset from prior weekGraphing or charting toolCER conclusion templateCalculatorProjector for sharing graphs
Khan Academy Statistics and Probability
Words

This unit's vocabulary

biaslimitationreplicationstatistical significanceevidence

Tap the speaker to hear a term. Weekly vocabulary task: add two of these terms to your notebook glossary with a definition and an example in your own words.

Check yourself

WebXam practice

Tap an answer to check it · nothing is recorded or graded
Where should you locate information on the maintenance history of a glucometer?
A centrifuge begins to vibrate excessively at 10,000 RPM. After safely stopping it, what should the technician check in the equipment log?
You expected a drug to raise heart rate, but the data shows it stayed the same. What should you do?
An SDS lists a corrosive pictogram and the statement “causes severe skin burns,” but the PPE section says no gloves are required. Why is this incorrect?
Check yourself

Cumulative WebXam review

A quick mixed-review pulling questions from earlier units plus today, so the WebXam material stays fresh.

Tap an answer to check it · nothing is recorded or graded
[Review: Prototyping the ER: floor plans, process flow, and human factors] How should you properly prepare hydrochloric acid (HCl) for disposal?
[Review: Pitch and revise: evidence-based feedback and intro to study design] Experimental results fall significantly outside the expected range. What should you do first?
[Review: Reading the body's data: study types, sample size, and the t-test] What is the purpose of an experiment measuring blood glucose after giving a drug or a placebo?
Where should you locate information on the maintenance history of a glucometer?
Explore

Where this leads — careers

Safety net

What to do if you were absent

If YOU are absent

Today is individual PLTW work, so do exactly what we did in class, from home: complete the same PLTW target above, then submit your Data table.

Open Schoology (CMSD) and keep going

How to get there: open the CMSD website, click Clever, sign in with your Microsoft (district) account, then open Schoology from Clever.

If MR. MENDOZA is absent

Class still runs. Complete the online activity above (it's self-guided). Need the concept taught without a teacher? Use this authoritative explainer:

Khan Academy Statistics and Probability
How this is graded
For: Data table — Draft graph showing the physiology comparison with labeled axes, units, a title, and an annotated bias-and-error note.
  • Complete
    Every required part of the artifact is present, nothing left blank.
  • Accurate
    The science and the data are correct and match the evidence.
  • Scientific reasoning
    You explain your claim with evidence and reasoning (CER), not just an answer.
  • Professional communication
    Clear, organized, labeled, and written the way a clinician or scientist would.
  • Submitted
    Turned in the right way (Schoology for routine work) and confirmed.
Submission Zone

Drop your Thu, Mar 4, 2027 · Bias, error, graph choice here. Use a clear file name (your initials + project). Routine work still goes to Schoology (via the CMSD portal).

Upload a project