Tutorvo
Data & Analytics Intermediate

Polling & Survey Sampling: Margin of Error, Weighting & Poll Averages

Margins of error with NORM.S.INV, sample sizes for a target margin, the finite population correction, proportional vs equal stratified allocation, post-stratification weights by age and area, Kish's design effect, a weighted poll average with a trend chart and the margin of a lead: 8 graded labs on one fictional city referendum.

8 lessons 8 labs 2 h Certificate

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What you'll build

What you will be able to do

Each lab ends with a concrete result that you build yourself and the checker confirms, cell by cell.

  • Put a 95 % margin of error on every share in a referendum poll, build the confidence interval and find the single margin a pollster prints under the headline.
  • Work out how many completed interviews, invitations and dollars the next poll needs for margins from ±5 to ±2 points, and what it costs to report every district.
  • See how much the margin shrinks when a poll reaches a large part of a small ward, and plan a new island poll with the corrected sample size.
  • Split 1,200 interviews over four districts in two ways and compare the district margins with the margin for the whole city.
  • Weight six age × area cells of a referendum poll so each cell counts as much as it does in the electorate, and measure how much the Yes share moves.
  • Measure how many interviews the weighted poll is really worth, widen the margin accordingly, and estimate the design effect of a clustered door-to-door poll.
  • Combine eight polls into one average that trusts big and recent polls more, compare it with the simple average and chart the trend.
  • Calculate the margin of error of a lead in two polls, decide whether each lead is clear and put a probability on Yes being ahead.

About this course

Headlines report poll leads without asking whether they are larger than the noise. This course teaches you to judge that yourself. You calculate the margin of error for a share at 95 percent confidence and the sample size needed for a target margin. The finite population correction shows how small electorates differ, and you compare proportional and equal allocation in stratified samples. Post-stratification weighting by age and region corrects an unbalanced sample, while the design effect and Kish effective sample size reveal what weighting costs in precision. You combine polls into an average weighted by size and recency and test whether a lead between two shares in one poll exceeds its own margin of error. For journalists, students and researchers.

Curriculum

Course content

8 lessons · 8 labs · 2 h · final exam

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  9. Final exam12 questions, 75% to pass, unlimited retries.

Certificate

Finish with a certificate you can verify

Complete every lesson and pass the final exam to receive a certificate of completion for this course, with a unique credential ID and a public verification page.

  • Names the course, your score and the date of issue
  • A verification link for your CV or LinkedIn profile
  • 12 questions, 75% to pass, unlimited retries.

A Tutorvo certificate confirms that you completed a course. It is not an official or professional qualification.

Illustration. Your certificate shows your own name, course and credential ID.

Before you buy

Questions about this course

Is this a subscription?

No. You pay $9.99 once for this course. There is no subscription and nothing renews automatically. Prices are in US dollars; taxes may be added where required.

What exactly do I get?

All lessons and labs of this course, the final exam and the certificate, including later updates to the course, for as long as Tutorvo offers it. Access is personal and tied to your account.

Can I get a refund?

Yes. If you are not satisfied, email hello@tutorvo.com within 14 days of buying and we refund the course in full via Stripe. The guarantee does not apply once a certificate for the course has been issued to you, or where there are signs of abuse.

When can I start?

Right after payment. Access starts immediately at your request; for consumers in the EU/EEA the statutory right of withdrawal therefore ends once access has begun, while our 14-day money-back guarantee applies regardless.

Do I need Excel or other software?

No. The labs run in a spreadsheet inside your browser on a laptop, tablet or phone. Function names and syntax follow Excel.

Is the certificate an official qualification?

No. It confirms that you completed all lessons of the course and passed its final exam. It is not an official, state-recognised or professional qualification. The name is taken from your profile when the certificate is issued.

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