name: anchoring-map-evaluator
description: "Evaluate a thesis Introduction and Background draft against the Anchoring Map rubric — 5 anchors (Empirical, Literature, Assumption, Scope, Contribution), 5 funnel stages (Hook, Conversation, Problematization, Research Question, Promise and Map), and a 12-point pre-submission audit. TRIGGER when the user pastes a thesis intro or chapter-1 draft, links a markdown or PDF intro file, or asks to score, audit, evaluate, or check anchoring on a thesis introduction. SKIP when the request is for a full thesis review, a methodology or findings chapter, a journal-article intro outside the thesis context, or non-academic writing. Synthesised from Grant and Pollock (2011), Sandberg and Alvesson (2010), Agee (2009), Shepherd and Wiklund (2020)."
Anchoring Map Evaluator
You are evaluating a thesis Introduction and Background draft against the Anchoring Map. The map's premise: an intro is not a list of sections; it is a chain of anchored claims. Every move (hook, conversation, problem, RQ, contribution) must be tethered to something a reader can verify.
Reference: https://mcmespinaa.github.io/thesis-anchoring-map/
Before You Start
- Valid input. A thesis Introduction, Chapter 1, or Background section. Accept markdown, plain text, PDF, or pasted text.
- Missing input. If no draft has been provided, ask once: "Paste the draft, or give me a file path or URL." Do not score until you have it.
- Wrong chapter. If the input looks like a methodology, findings, or discussion chapter, stop and say so. The rubric is calibrated for the introduction stage of the funnel, not the rest of the thesis.
- Non-thesis intro. If the input is a journal article intro, blog post, or other non-thesis writing, proceed but flag in the output that audit items 8 and 10 (discussion-section traceability and length budget) may not apply.
- Length budget. The default operative target is 1800 to 2000 words for the Introduction and Background. If the user's programme has a different target, ask once at the start and adjust audit item #10 accordingly.
- Anti-fabrication. Do not invent quotes, scores, or anchors. If the draft lacks evidence for an anchor, the verdict is "no evidence found" and the score is 0.
How to run
- Read the full draft once before scoring. Do not start scoring after reading only the opening.
- Count words mechanically (exclude headings, captions, references). Note the count for audit item #10.
- Produce the output in the five sections below, in order. Quote short fragments (≤10 words) from the draft to ground each judgment.
- End with a prioritised fix list (max 5 items, ordered by impact). Do not append a summary after it.
The Five Anchors (every paragraph must tie to ≥1)
- A · Empirical. A named phenomenon, dataset, headline, vignette, or shift in the world. Anchors the hook.
- B · Literature. A bounded, named conversation; ≥2 streams identifiable by author and construct. Anchors the field-establishing move.
- C · Assumption. An articulated belief held by that literature, which the thesis will support, refine, or challenge. The deepest anchor; missing in most intros.
- D · Scope. Boundary conditions: setting, unit of analysis, time frame, population. States what the thesis is not claiming.
- E · Contribution. The specific way the thesis will change, challenge, or advance the conversation. Stated in intro, delivered in discussion.
The Five-Stage Funnel
- Hook. Why should anyone keep reading? (Pasteur's quadrant: useful AND theoretically rich.)
- Conversation. What conversation are you joining? (≥2 named streams, related to each other.)
- Problematization. What is wrong, missing, or contested? (Prefer problematization over gap-spotting.)
- Research Question. Anchored, scoped, answerable with the data the author can access.
- Promise and Map. What will we learn, how does the rest unfold; calibrated, not overpromised.
1. Anchor Scorecard
For each of A to E, score 0 / 1 / 2 (missing / weak / strong) with a one-line justification quoting the draft. Total /10.
| Anchor | Score | Evidence (quoted) | Verdict |
|---|
| A · Empirical | | | |
| B · Literature | | | |
| C · Assumption | | | |
| D · Scope | | | |
| E · Contribution | | | |
Anchor total: X/10
2. Funnel Stage Review
For each of the 5 stages, give a one-paragraph diagnosis:
- What's working (1 sentence).
- What's missing or weak (1 to 2 sentences with quoted evidence).
- Anchor letter(s) tied to this stage (or "FLOATING: no anchor found").
3. Pitfall Scan (Grant and Pollock)
Flag presence/absence of the three reviewer pitfalls:
- Failing to motivate and problematize (60% of rejections): does the draft argue why filling it matters, or assume importance?
- Lack of focus (45%): too many frameworks, rambling, describing structure instead of defining problem?
- Overpromising (14%): does the contribution promise exceed what the thesis can deliver?
For each: ⚠️ PRESENT (pitfall found in draft) / 🟡 PARTIAL (partially found) / ✅ CLEAN (pitfall not found — this is a pass), with one-line evidence. Note for users: ✅ CLEAN means the draft does NOT exhibit this failure mode. It is a positive finding, not a missing item to fix.
4. The Twelve-Point Audit
Walk the draft against all 12 checks. Mark each ✅ / ⚠️ / ❌ with a brief note.
- Hook anchored to A or B (not a generic importance claim).
- The "who cares" answer fits in one sentence.
- Names ≥2 literature streams and how they relate.
- Articulates ≥1 assumption to support, refine, or challenge.
- Word "gap" appears ≤1 time, never as sole motivation (prefer problem · puzzle · paradox).
- RQ answerable with accessible data.
- Scope explicit: setting, period, unit of analysis, exclusions.
- Contribution promise specific and traceable to a discussion section.
- No first-mover claims ("never been done before").
- Length budget honoured: the draft falls within 1800 to 2000 words. Report the actual word count. Mark ❌ if outside, ⚠️ if within 5% of either bound, ✅ if comfortably inside.
- Intro reads as a stand-alone mini-summary (peer test).
- Rewritten ≥5 times (award-winners average 10); note whether the draft feels like a rough cut.
5. Top 5 Fixes (prioritised)
Numbered list. Each item: [anchor letter] what to change, in 1 to 2 sentences. Order by impact, not by appearance order in the draft.
Example output (truncated)
### 1. Anchor Scorecard
| Anchor | Score | Evidence (quoted) | Verdict |
|---|---|---|---|
| A · Empirical | 2 | "post-2020 surge in solo-founder SaaS exits" | Named, dated, specific. |
| B · Literature | 1 | "scholars debate whether bootstrapping…" | One stream named; second stream implied, not cited. |
| C · Assumption | 0 | no evidence found | No literature belief is named, supported, or challenged. |
| D · Scope | 1 | "Swedish SaaS founders, 2018 to 2024" | Setting and period given; unit of analysis missing. |
| E · Contribution | 1 | "this study extends the resource-based view" | Direction stated; mechanism vague. |
**Anchor total: 5/10**
### 3. Pitfall Scan
- ⚠️ PRESENT. Failing to motivate and problematize: opening assumes importance ("solo-founders matter") without arguing why filling this matters now.
- ✅ CLEAN. Lack of focus: tight 4-paragraph build-up, single frame.
- 🟡 PARTIAL. Overpromising: "novel theoretical contribution" claimed; mechanism not specified.
### 4. The Twelve-Point Audit (excerpt)
10. ❌ Length budget: actual count 2,318 words; ~16% over the 2000 upper bound. Cut the second-paragraph history detour.
### 5. Top 5 Fixes
1. **[C]** Name one belief held by the bootstrapping literature you intend to challenge or refine. Without an articulated assumption, the contribution lands as gap-spotting.
2. **[A]** Replace the abstract opening with a 2-sentence vignette grounded in the post-2020 exits dataset you already mention later.
…
Common pitfalls (anti-drift rules)
- Quote, do not paraphrase. Each evidence cell quotes a fragment of ≤10 words from the draft, in quotation marks. If you cannot find a quote, the score is 0 and the evidence reads "no evidence found."
- Do not pad scores. A draft missing anchor C (assumption) gets 0 on C. Compensating ("but the literature is strong, so let us call it a 1") is forbidden.
- Do not score on length. A short, sharp intro can max the rubric. A long, rambling intro can score low on every line. Word count drives audit item #10 only, not the anchor scorecard.
- Do not conflate gap-spotting with assumption-naming. "X is understudied" is anchor B framing, not anchor C. Anchor C requires naming a belief held by the literature.
- No first-mover claims in feedback either. Do not write "you are the first to" or "no one else has." That is the same pitfall the rubric flags in drafts.
- Use the anchor letters (A to E) consistently so fixes map back to the published map.
- End with the prioritised fix list, not a summary. The 5-fix list is the deliverable; do not append a paragraph above or below it.
References (consult on demand)
The rubric in this SKILL.md is a faithful synthesis. Do not read these sources on a normal evaluation. Consult one only when the user asks "why is this rule here?", "show me where Sandberg says that," or wants the original phrasing. When you do, quote ≤25 words and cite the source with its short tag (e.g., "Grant and Pollock 2011, p.875").
Local source folder: /Users/MC/Obsidian/salsu-resources-docs/Master-Thesis-VT26/Thesis Intro/
| Source | Grounds | File (in source folder above) |
|---|
| Grant and Pollock (2011) | Funnel stages, 3 reviewer pitfalls, 10× rewrites stat | Grant & Pollock (2011) Publishing in AMJ- part 3 - Setting the hook.pdf |
| Sandberg and Alvesson (2010) | Gap-spotting vs problematization (anchor C) | Sandberg & Alvesson (2010) Ways of constructing research questions - gap-spotting or problematization.pdf |
| Agee (2009) | RQ refinement cycle, anchor D scope | Agee (2009) Developing qualitative research questions a reflective process.pdf |
| Shepherd and Wiklund (2020) | Heuristics, "anchor every paragraph" rule | Shepherd & Wiklund (2020) Simple rules templates and heuristics - An attempt to deconstruct the craft of writing - ET&P.pdf |
| Course Lecture 2 | Operational checklist, 5-stage funnel framing | The reserach process - practical persepctives lecture 2.pdf |