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Unit 1 · Data sources and extraction

Date Class What to do
Wed 23 Sep 2026 Data do not speak alone Anscombe's quartet and the four stages of the data lifecycle
Mon 28 Sep 2026 Data sources Databases, CSV, Excel, JSON, APIs and open data
Wed 30 Sep 2026 Connecting Superset Host, port, user, driver — and your first CSV upload
Mon 5 Oct 2026 SQL Lab: filters SELECT, WHERE, ORDER BY and LIMIT
Wed 7 Oct 2026 SQL Lab: groups Aggregates, GROUP BY and HAVING
Wed 14 Oct 2026 SQL Lab: joins Two tables, one key: INNER JOIN and LEFT JOIN
Mon 19 Oct 2026 Datasets and destination Physical and virtual datasets, storing results, APIs as a source
Wed 21 Oct 2026 Getting data with Power BI Connectors and import in the commercial tool
Mon 26 Oct 2026 Exam Covers the eight lessons of the unit

Unit 2 · Cleaning and transforming data

Date Class What to do
Wed 28 Oct 2026 Data quality Auditing a table before you touch it
Wed 4 Nov 2026 Types and formats Text, numbers, dates and the casts between them
Mon 9 Nov 2026 Units and duplicates Units, hidden characters and repeated rows
Wed 11 Nov 2026 Categorisation Grouping values into bands with CASE
Mon 16 Nov 2026 Imputation What to put where a value is missing
Wed 18 Nov 2026 Synthetic variables Calculated columns and aggregate metrics
Mon 23 Nov 2026 Power Query The same cleaning, with applied steps instead of SQL
Wed 25 Nov 2026 Exploratory statistics Mean, median, spread and distribution
Mon 30 Nov 2026 The descriptive report Describing a dataset in numbers and words
Wed 2 Dec 2026 Exam Covers the nine lessons of the unit
Wed 9 Dec 2026 First evaluation close (Units 1 and 2) Marks for Units 1 and 2

Unit 3 · Data visualisation

Date Class What to do
Mon 14 Dec 2026 Visual perception How the eye reads a chart
Wed 16 Dec 2026 Bar and line charts Comparing categories, following change over time
Mon 21 Dec 2026 Histogram and scatter plot Distributions and relationships
Mon 11 Jan 2027 Pie, heatmap and others Parts of a whole, and two categories at once
Wed 13 Jan 2027 Choosing the right chart From the question to the chart
Mon 18 Jan 2027 Configuring charts Dimensions, metrics, titles and formats
Wed 20 Jan 2027 Misleading charts How charts lie, and how to catch them
Mon 25 Jan 2027 Exam Covers the seven lessons of the unit

Unit 4 · Dashboards and reports

Date Class What to do
Wed 27 Jan 2027 Dashboards and KPIs What goes on the screen, and where
Mon 1 Feb 2027 Building a dashboard Charts, rows, tabs and big numbers
Wed 3 Feb 2027 Filters and cross-filters Letting the reader explore
Mon 8 Feb 2027 Publishing and permissions Drafts, roles and who can see what
Wed 10 Feb 2027 Reports with Power BI Visuals, pages and slicers
Mon 15 Feb 2027 Storytelling with data Comparing the tools and communicating conclusions
Wed 17 Feb 2027 Project workshop Checklist, KPI check and timed rehearsal
Mon 22 Feb 2027 Project presentations Present your project
Wed 24 Feb 2027 Closing session Last presentations, recovery and wrap-up