A task and learning guide supporting ReflektifReflektif.net
Learning paths

Small experiments. Transferable skills.

Choose a field and try a card's three steps. Suggested durations are practice recommendations, not skill or employment guarantees. Use fictional data only.

Do not upload real customer, employee, financial or personal data to AI tools.

Sources have been checked. Cards are AI-assisted educational scenarios; independent expert editorial approval is still pending.

Accounting & office

Checking an invoice

  1. 10 min: Compare 8 synthetic invoices with the table records.
  2. 10 min: Mark missing or conflicting fields and write why.
  3. 10 min: Build a checklist and route two findings for human approval.
Open steps and sources

Preparing an accounting report

  1. 10 min: Clean a 12-row synthetic income-and-expense table and add a source column.
  2. 10 min: Prepare two simple tables and a neutral three-sentence draft summary.
  3. 10 min: Compare each finding with the raw data and note two points to verify.
Open steps and sources

Coordinating office workflows

  1. 10 min: Enter 10 synthetic office requests with no personal information into a tracking table.
  2. 10 min: Add an owner, date, status, and whether human approval is needed for each request.
  3. 10 min: Identify two conflicting tasks, draft a safe reminder, and note the reason for the decision.
Open steps and sources

Software & data

Test a code change safely

  1. 20 min: Write three acceptance tests and three edge-case tests using synthetic user records with no personal information.
  2. 30 min: Run a test for a simple function; record the failed result as expected versus actual.
  3. 25 min: Ask AI for two test drafts; inspect the inputs and outputs, then revise one without approving it blindly.
Open steps and sources

Turn data into meaningful findings

  1. 25 min: Flag missing and inconsistent values in a 30-row synthetic sales table containing no personal data.
  2. 30 min: Create two simple summaries and one chart; write the limit that the data supports for each finding.
  3. 20 min: Ask AI for an alternative interpretation; check it for sample, context, and causality, then revise it if needed.
Open steps and sources

Resolve a technical issue safely

  1. 20 min: Read a synthetic support record with no personal information; separate symptoms, possible causes, and unknowns.
  2. 30 min: In an isolated practice environment, order three resolution steps; note each step's reversibility and risk.
  3. 25 min: Ask AI for a response draft; without sharing confidential information, edit it for accuracy, safety, and clarity.
Open steps and sources

Communication & design

Turn a fictional brief into clear content

  1. 20 min: Write an 80-word draft from a fictional student-club brief; use only invented people and organisation names.
  2. 25 min: Compare two factual claims in the draft with reliable public sources; clearly mark any wording you cannot verify.
  3. 30 min: Review the text for headings, short paragraphs, link text and screen-reader-friendly structure; do not use real customer data.
Open steps and sources

Design an accessible visual from a fictional brief

  1. 25 min: Sketch two black-and-white layouts from a fictional school-event brief and compare the headline with the call to action.
  2. 30 min: Verify the one factual claim on the fictional poster with a reliable source; label it “unverified” if you cannot confirm it.
  3. 20 min: Check the draft for colour contrast, text size, alternative text and non-colour cues; use only your own or royalty-free elements.
Open steps and sources

Design a safe reply to a fictional customer question

  1. 20 min: Write three questions for a fictional student club and create two reply tones that contain no personal data.
  2. 25 min: Verify two factual claims in the replies with reliable public sources; if you are unsure, state the uncertainty clearly.
  3. 30 min: Rewrite one reply with short paragraphs, clear headings and an understandable next step for accessibility; add a handoff to a person for a sensitive situation.
Open steps and sources
Worksheet
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