Survey into a visual story

Analyse the attached fictional survey using the codebook. Keep the raw data. Remove only exact duplicate rows and normalise the two documented category variants. Leave missing values missing. Return a cleaning log, valid denominators and a checked fact sheet before creating the visual. Then make one landscape infographic titled “What would we make next?” with category counts and n=48. Label the data synthetic. Use a clear bar chart, one supported takeaway and one limitation. Keep invented comments labelled fictional. Do not claim these responses represent real educators or establish learning impact. Create a downloadable visual if supported; otherwise provide a chart and a layout I can reuse.

Use only the attached Verified Survey Facts as the data source. Create a short staff-facing Audio Overview, Video Overview or Infographic about the next tasks requested. State that this is a fictional practice survey with 48 unique records. Keep every count and denominator unchanged. Explain the leading category without claiming causation or generalising to Ontario educators. End with “Which result would you want to investigate next?”