# Completed fictional learning example: Personal Decision Ladder

> **Completed fictional learning example — not advice and not a recommendation.** This privacy-safe scenario is a worked practice record, not a real participant’s decision. The weighted result is analysis only; the fictional learner owns the final choice and every memory approval.

## Scenario boundary

Fallback A: **Which skill should I learn next?**

This example uses the supplied options: **spreadsheet analysis**, **presentation design**, or **project documentation**. All stated learner preferences, work context, scores, constraints, and outcomes below are fictional scenario values. They are not claims about a real learner.

## 1. Fictional learner-owned decision brief

- **Decision owner:** Rowan (fictional learner).
- **Question:** Which one skill will I practise first for the next four weeks?
- **Desired outcome:** Produce one small, reviewable work artifact while testing a skill I can continue to use.
- **Options:** Spreadsheet analysis; presentation design; project documentation.
- **Deadline:** Choose a first practice focus by 2026-07-31 (fictional scenario date).
- **Constraints:** Four hours per week, a modest course budget, and a useful result within one month.
- **Non-negotiables:** I will not buy a course or share work data before trying a privacy-safe, small exercise. I will use only synthetic or permitted data.
- **Threshold:** An option must have a freely accessible official starting resource and a small practice exercise that fits the four-week boundary.
- **Outside this decision:** Choosing a career, changing jobs, buying a subscription, or committing to a long programme.
- **Reversibility:** High; Rowan can change the first skill after the four-week review.

Rowan wrote: “I make the final choice. AI may organize, calculate, and challenge my reasoning, but it may not choose the skill, alter a weight, or save memory unless I approve the exact change.”

## 2. Criteria selected by the fictional learner

The 1–5 scale is: `1` clearly weak, `2` somewhat weak, `3` mixed/acceptable, `4` strong, `5` clearly strong, and `?` not enough information to score. These weights and scenario scores are fictional learner preferences, not objective rankings.

| Criterion | Why the fictional learner says it matters | Weight | Threshold? |
| --- | --- | ---: | --- |
| Immediate usefulness in the fictional current work | Rowan wants a visible result within a month. | 35 | No |
| Beginner practice fit | Rowan has only four hours each week. | 25 | No |
| Personal interest | Rowan expects motivation to affect whether practice happens. | 20 | No |
| Safe, reversible start | Rowan needs an official starting resource and a small safe exercise. | 20 | **Yes** |

**Weights total: 100.**

## 3. Traceable evidence table

The public facts below were checked by opening the official HTTPS pages on **2026-07-28**. **Checked: 2026-07-28.** The pages did not show a relevant publication date for these directory-style help pages; that absence is recorded rather than invented. The micro-trial records and preferences are separately labelled fictional scenario facts or assumptions; they are not public facts and do not describe a real participant.

| Option | Criterion | Type | Evidence or claim | Direct source | Relevant date | Checked | Confidence | Score |
| --- | --- | --- | --- | --- | --- | --- | --- | ---: |
| Spreadsheet analysis | Safe, reversible start | **Fact** | Microsoft’s Excel help page has “Import & analyze” and PivotTable learning resources. This establishes the official-resource part of the threshold. | https://support.microsoft.com/en-us/excel/ | No relevant publication date shown | 2026-07-28 | High | 5 |
| Spreadsheet analysis | Safe, reversible start | **Fictional observed micro-trial Fact** | Rowan completed a synthetic weekly-report PivotTable summary in a recorded 35-minute time box, using only permitted synthetic data. This small exercise fits one four-week practice boundary. | Fictional scenario record; no public source | 2026-07-28 fictional scenario exercise | 2026-07-28 | High within this fictional record | 5 |
| Presentation design | Safe, reversible start | **Fact** | Microsoft’s PowerPoint help page lists Design, Pictures & charts, and Present resources. This establishes the official-resource part of the threshold. | https://support.microsoft.com/en-us/powerpoint/ | No relevant publication date shown | 2026-07-28 | High | 5 |
| Presentation design | Safe, reversible start | **Fictional observed micro-trial Fact** | Rowan redesigned two short synthetic briefing slides in a recorded 30-minute time box, without sharing work data. This small exercise fits one four-week practice boundary. | Fictional scenario record; no public source | 2026-07-28 fictional scenario exercise | 2026-07-28 | High within this fictional record | 5 |
| Project documentation | Safe, reversible start | **Fact** | GitHub publishes its documentation at this official Docs entry point. This establishes the official-resource part of the threshold. | https://docs.github.com/en | No relevant publication date shown | 2026-07-28 | High | 5 |
| Project documentation | Safe, reversible start | **Fictional observed micro-trial Fact** | Rowan drafted a one-page synthetic project outline in a recorded 35-minute time box, using no confidential information. This small exercise fits one four-week practice boundary. | Fictional scenario record; no public source | 2026-07-28 fictional scenario exercise | 2026-07-28 | High within this fictional record | 5 |
| Spreadsheet analysis | Immediate usefulness | **Inference** | A PivotTable practice task could help Rowan inspect a recurring fictional report, based on the official Excel resource and Rowan’s fictional work context. | https://support.microsoft.com/en-us/excel/ | No relevant publication date shown | 2026-07-28 | Medium | 5 |
| Presentation design | Immediate usefulness | **Inference** | A slide-design exercise may be less directly useful to Rowan’s fictional report task this month. | Fictional scenario value; no public source | Not applicable | 2026-07-28 | Low | 2 |
| Project documentation | Immediate usefulness | **Inference** | A concise project readme could help the fictional team, but no immediate report task is named. | Fictional scenario value; no public source | Not applicable | 2026-07-28 | Low | 3 |
| Spreadsheet analysis | Beginner practice fit | **Fictional learner preference Assumption** | Rowan assigns a 3 because formula setup still feels unfamiliar despite the short synthetic exercise. | Fictional learner preference; no public source | 2026-07-28 fictional scenario preference | 2026-07-28 | Low | 3 |
| Spreadsheet analysis | Personal interest | **Fictional learner preference Assumption** | Rowan assigns a 4 because finding patterns in the synthetic report felt engaging. | Fictional learner preference; no public source | 2026-07-28 fictional scenario preference | 2026-07-28 | Low | 4 |
| Presentation design | Beginner practice fit | **Fictional learner preference Assumption** | Rowan assigns a 4 because the two-slide redesign felt manageable in the recorded time box. | Fictional learner preference; no public source | 2026-07-28 fictional scenario preference | 2026-07-28 | Low | 4 |
| Presentation design | Personal interest | **Fictional learner preference Assumption** | Rowan assigns a 3 because the result was acceptable but did not hold attention for long. | Fictional learner preference; no public source | 2026-07-28 fictional scenario preference | 2026-07-28 | Low | 3 |
| Project documentation | Beginner practice fit | **Fictional learner preference Assumption** | Rowan assigns a 4 because the one-page outline was easy to structure in the recorded time box. | Fictional learner preference; no public source | 2026-07-28 fictional scenario preference | 2026-07-28 | Low | 4 |
| Project documentation | Personal interest | **Fictional learner preference Assumption** | Rowan assigns a 4 because organizing the outline felt satisfying and clear. | Fictional learner preference; no public source | 2026-07-28 fictional scenario preference | 2026-07-28 | Low | 4 |
| All options | Course cost and exact time to competence | **Unknown** | No course was selected, so price, syllabus quality, and exact time to competence remain unverified. | No source selected | Not applicable | 2026-07-28 | Unknown | ? |

## 4. Provisional comparison — analysis, not a recommendation

For supported scores, the arithmetic is: `weighted contribution = (score ÷ 5) × weight`.

| Option | Immediate usefulness (35) | Beginner fit (25) | Interest (20) | Safe start (20) | Known weighted result | Unknown handling | Threshold passed? |
| --- | ---: | ---: | ---: | ---: | ---: | --- | --- |
| Spreadsheet analysis | (5 ÷ 5) × 35 = 35 | (3 ÷ 5) × 25 = 15 | (4 ÷ 5) × 20 = 16 | (5 ÷ 5) × 20 = 20 | **86** | Course cost/time remain `?`, excluded rather than guessed. | Yes — official resource and recorded 35-minute fictional micro-trial both pass. |
| Presentation design | (2 ÷ 5) × 35 = 14 | (4 ÷ 5) × 25 = 20 | (3 ÷ 5) × 20 = 12 | (5 ÷ 5) × 20 = 20 | **66** | Course cost/time remain `?`, excluded rather than guessed. | Yes — official resource and recorded 30-minute fictional micro-trial both pass. |
| Project documentation | (3 ÷ 5) × 35 = 21 | (4 ÷ 5) × 25 = 20 | (4 ÷ 5) × 20 = 16 | (5 ÷ 5) × 20 = 20 | **77** | Course cost/time remain `?`, excluded rather than guessed. | Yes — official resource and recorded 35-minute fictional micro-trial both pass. |

The scores above are analysis only, **not a recommendation**. They show how Rowan’s fictional approved inputs compare; they do not decide for Rowan.

### Sensitivity check

- Moving 10 weight points from immediate usefulness to beginner fit changes spreadsheet analysis from 86 to **82**, presentation design from 66 to **70**, and project documentation from 77 to **79**. The order does not change.
- If the weak immediate-usefulness inference for spreadsheet analysis falls from 5 to 3 after a trial, its known result becomes **72**, below project documentation’s 77. This shows the current comparison is sensitive to that inference.
- **Weakest evidence:** Rowan’s fictional claim that a spreadsheet task is immediately useful; it has not yet been tested in a real permitted task.
- **Opposing view:** Project documentation scores better on beginner fit and interest in this fictional scenario, and could be the more sustainable practice choice even without an immediate report use case.
- **What could change the result:** a second permitted synthetic-report exercise completed after 2026-07-31 that fails to produce a useful artifact, a clarified work need for documentation, or a chosen course whose cost/time fails the learner’s constraints.

## 5. Fictional learner choice and approved decision memory

Rowan’s fictional words: “I choose **spreadsheet analysis** as my first four-week practice focus. **The final choice is mine.** The analysis informed me; it did not make the choice. I accept that project documentation may suit my interest and could become the better next choice. My confidence is 3 out of 5 because the immediate-usefulness score is still an inference. I will review after four weekly practice sessions or when I complete a second permitted synthetic-report exercise after 2026-07-31, whichever comes first.”

Rowan approves this exact proposed entry for `memory/DECISIONS.md` only after inspecting it:

```md
## 2026-07-31 — First four-week skill practice (fictional example)

- Owner: Rowan (fictional learner)
- Status: Decided
- Decision question: Which one skill will I practise first for the next four weeks?
- Desired outcome: Produce one small, reviewable work artifact while testing a skill I can continue to use.
- Options considered: Spreadsheet analysis; presentation design; project documentation.
- Deadline: 2026-07-31 (fictional scenario date).
- Constraints and non-negotiables: Four hours per week, a modest course budget, and a useful result within one month; no course purchase or work-data sharing before a privacy-safe synthetic or permitted exercise.
- Reversibility: High; I can change the first skill after the four-week review.

### Criteria and weights

| Criterion | Weight | Threshold? |
| --- | ---: | --- |
| Immediate usefulness | 35 | No |
| Beginner practice fit | 25 | No |
| Personal interest | 20 | No |
| Safe, reversible start | 20 | Yes |

### Evidence summary

- Facts: The official Excel, PowerPoint, and GitHub Docs entry points establish a freely accessible official starting resource for each option; each option also has a recorded fictional synthetic micro-trial fact.
- Inferences: Spreadsheet analysis may help with a fictional recurring report; presentation design and project documentation have weaker or less immediate fictional work links.
- Assumptions: The six option-and-criterion-specific beginner-fit and interest preferences are recorded separately in the evidence table.
- Unknowns: Course cost, syllabus quality, and exact time to competence are not scored.
- Material sources and dates: Official Excel help (https://support.microsoft.com/en-us/excel/), PowerPoint help (https://support.microsoft.com/en-us/powerpoint/), and GitHub Docs (https://docs.github.com/en) were opened and checked 2026-07-28; fictional micro-trial and preference records are dated 2026-07-28 within this fictional scenario.

### Comparison

- Threshold result: All three options pass only because each has both an official starting resource and a small recorded fictional micro-trial within the four-week boundary.
- Weighted result: Spreadsheet = 35 + 15 + 16 + 20 = 86; presentation = 14 + 20 + 12 + 20 = 66; project documentation = 21 + 20 + 16 + 20 = 77.
- Sensitivity: With 10 points moved from immediate usefulness to beginner fit, spreadsheet = 82, presentation = 70, and project documentation = 79; if spreadsheet immediate usefulness falls from 5 to 3, spreadsheet = 72.
- Strongest opposing view: Project documentation has stronger fictional beginner-fit and interest scores and may be the more sustainable practice choice.

### My choice

- Final choice: Start spreadsheet analysis for four weeks.
- Why I chose it: The current analysis shows the strongest known fit to the fictional immediate-work criterion, while keeping a safe, reversible start.
- Trade-offs I accept: Project documentation may be more intrinsically motivating, and course cost and exact time to competence remain unknown.
- Alternatives rejected: I did not start presentation design or project documentation now; I can revisit both after the review.
- Confidence: 3/5
- What could make me reconsider: A second permitted synthetic-report exercise completed after 2026-07-31 that fails to produce a useful artifact, a clarified fictional documentation need, or a selected course that fails the stated constraints.

### Outcome review trigger

- Review date or observable event: 2026-08-28 (fictional review date), or earlier when four weekly practice sessions are completed or a second permitted synthetic-report exercise is completed after 2026-07-31.
- Memory approval: Rowan reviewed and approved this exact entry before it was saved.
```

## 6. Later fictional observed outcome and narrow learning

> **Later fictional observed outcome — no real participant was observed.**

At the fictional review on 2026-08-28, the record shows a second post-decision permitted synthetic-report exercise completed after 2026-07-31, distinct from the pre-decision micro-trial on 2026-07-28. Rowan also completed four weekly practice sessions and used a PivotTable on a different synthetic report during this second exercise. The second exercise produced a small reviewable summary, but Rowan found formula debugging slower than expected. This single fictional outcome does not prove that spreadsheet analysis is generally best, or that it will suit another learner.

Rowan approves this narrow learning for `memory/LEARNINGS.md` after reading it:

```md
## 2026-08-28 — Narrow learning from first skill practice (fictional example)

- Linked decision: First four-week skill practice.
- Expected outcome: Complete four weekly practice sessions or a second permitted synthetic-report exercise after the decision, then test whether a small spreadsheet task can create a useful artifact.
- Actual outcome: Four weekly practice sessions and a second post-decision synthetic-report exercise were completed; the second exercise produced a synthetic PivotTable summary, while formula debugging took longer than expected.
- What surprised me: Formula debugging took longer than I expected even though the second synthetic PivotTable summary was completed.
- Evidence that proved useful: The second post-decision fictional synthetic-report exercise produced a small reviewable summary, showing that a safe follow-up exercise can yield an observable artifact.
- Assumptions that held: A short, privacy-safe synthetic practice task could produce a visible artifact within the practice boundary.
- Assumptions that failed: The immediate-usefulness inference remains only partly supported because the exercise was synthetic, and the beginner-fit assumption was weakened by slower formula debugging.
- Reasoning behavior that helped: Separating facts, inferences, assumptions, and unknowns kept the apparent score from becoming a recommendation and made the weak inference visible.
- Reasoning behavior to change: Before relying heavily on an immediate-usefulness inference, test it with one small permitted practice task.
- Reusable learning: For a future short learning decision, I will use one small permitted practice task to test an immediate-usefulness inference before relying on it heavily.
- Scope limit: This is one fictional outcome, not a general rule about skills or learners.
- Should DECISION-METHOD.md change? Yes / No: No.
- Approved method change and reason: No change is approved because this single fictional outcome does not justify changing the reusable method, which already requires a small safe test when appropriate.
- Memory approval: Rowan inspected and approved this exact learning before it was saved.
```

Rowan’s fictional decision is to leave memory/DECISION-METHOD.md unchanged. The existing method already requires visible assumptions, a small safe test when appropriate, learner-owned choices, and approval before every memory update. One outcome is not enough to justify a reusable method change.