Module Focus
English for Special Purposes
Data Analytics and Business Intelligence English
A data analytics and BI English curriculum for metric definitions, dashboards, data quality, stakeholder requests, causation, experimentation, governance, and insight presentation.
- 8 modules
- 32 field terms
- Interactive practice
Printable Curriculum
Download the full materials
Web Practice Lab
Rehearse the language, response, and decision
Work through a three-step sequence: identify the field language, choose the strongest response, then select the next controlled decision move.
Guided Decision Lab
Jargon Flashcard
Answer Rationale
Why the strongest phrase fits
Choose an option to see the workplace rationale.
Dialogue Coach
Model line
Language notes
Progress
Practice checklist
0 of 4 complete
Student PDF in Web Form
Module map
Metric Definitions and Business Questions
Clarify what a number means before reporting it.
metric, business definition, source of truth, owner
Data Quality and Trust
Discuss data problems without undermining the whole analysis.
data quality, freshness, completeness, pipeline
Dashboards and Executive Reporting
Design dashboards around decisions, not decoration.
dashboard, KPI, threshold, drill-down
Causation, Correlation, and Caveats
Prevent overinterpretation of patterns.
correlation, causation, confounder, selection bias
SQL, Models, and Transformation Logic
Explain technical logic to nontechnical partners.
SQL, data model, grain, join logic
Experiment Readouts and Statistical Thinking
Present test results with practical and statistical context.
sample size, effect size, confidence interval, guardrail
Data Governance and Privacy
Set data-use boundaries professionally.
data governance, privacy, access control, retention
Insight Storytelling and Recommendations
Move from analysis to action without overstating certainty.
insight, recommendation, assumption, next best action
More EFSP Tracks