{"number":"10","slug":"course-crosswalk-and-sources","filename":"10-COURSE-CROSSWALK-AND-SOURCES.md","title":"Course Crosswalk and Sources","bytes":11638,"section_count":23,"purpose":"Course mapping and current primary sources","outline":[{"heading":"10 — Course Crosswalk and Sources","anchor":"10-course-crosswalk-and-sources","depth":1},{"heading":"1. Course-to-grammar translation","anchor":"1-course-to-grammar-translation","depth":2},{"heading":"2. Lesson map","anchor":"2-lesson-map","depth":2},{"heading":"3. Important terminology corrections","anchor":"3-important-terminology-corrections","depth":2},{"heading":"4. Current primary-source guidance used","anchor":"4-current-primary-source-guidance-used","depth":2},{"heading":"5. Evidence classification","anchor":"5-evidence-classification","depth":2},{"heading":"6. Versioning","anchor":"6-versioning","depth":2}],"sections":[{"heading":"10 — Course Crosswalk and Sources","depth":1,"anchor":"10-course-crosswalk-and-sources","path":["10 — Course Crosswalk and Sources"],"prose":[],"bullets":[],"blocks":[],"tables":[]},{"heading":"1. Course-to-grammar translation","depth":2,"anchor":"1-course-to-grammar-translation","path":["10 — Course Crosswalk and Sources","1. Course-to-grammar translation"],"prose":["This system preserves the course’s practical workflow while replacing ambiguous or outdated labels with measurable technical concepts."],"bullets":[],"blocks":[],"tables":[{"headers":["Course concept","Grammar translation","Operational meaning"],"rows":[["Target persona","Audience + conditions","Segment whose task, context, and value can be measured"],["Sales funnel","Journey-state graph","Awareness, evaluation, decision, use, retention, and return paths"],["Search framework","Audience–task–asset–surface–transition sentence","Who needs what, where it is served, and what happens next"],["Core keyword","Representative query","Human-readable label for one dominant intent cluster"],["Secondary keywords","Same-intent variants","Closely equivalent queries that one canonical asset can satisfy"],["Accessory keywords","Adjacent task clusters","Related but independently useful information needs"],["Keyword variations","Lexical normalization","Synonyms, spelling, word order, pluralization, abbreviations, stems"],["LSI keywords","Contextual terms, entities, relations, attributes","Replace the “LSI” bucket with explicit semantic roles"],["One keyword = one page","One dominant intent cluster = one canonical owner","Prevent conflicting page ownership without making a page per wording"],["Intent bucketing","Task-based query clustering","Group queries according to one completion condition"],["Revenue estimates","Probabilistic demand-to-value forecast","Separate assumptions from actual contribution margin"],["SEO timeline estimate","Time-to-event forecast","Track crawl, index, impression, value, and uncertainty separately"],["Reverse-engineering competitors","Competitive retrieval and information-gap analysis","Identify result forms, gaps, authority, and unmet tasks"],["Document relevancy","Query–document task fit","Make the asset understandable and useful for the intended task"],["On-page optimization","Document and search-appearance intervention","Improve relevance, response, evidence, and task completion"],["Pages vs domains","URL-level intent ownership","Assign work and measurement to canonical assets"],["Site architecture","Directed information graph","Paths, depth, hubs, communities, and canonical nodes"],["SEO silos","Topical link communities","Useful internal relationships, not ritual folder structures"],["UX signals","User-outcome telemetry","Task completion, progression, conversion, and experience measures"],["Link building","Independent citation acquisition","Relevant, credible, editorial evidence and prominence"],["Authority metrics","Vendor model outputs","Diagnostic proxies that require calibration to direct outcomes"],["Technical optimization","Retrieval-eligibility engineering","Discover, fetch, render, canonicalize, index, retrieve, display"],["Indexation","One technical state","Inclusion in an index, separated from discovery and display"],["Canonical tags","Preferred representative signal","One signal in a coherent canonical system"],["Keyword cannibalization","Query-to-URL ownership instability","Confirm same-intent competition and business loss before fixing"],["Site speed","Real-user performance system","Improve field experience and value, not a perfect lab score"],["Structured data","Machine-readable eligibility signal","Use supported markup that matches visible content"],["Analytics and tracking","Outcome and intervention model","Connect search exposure to qualified value and learning"]]}]},{"heading":"2. Lesson map","depth":2,"anchor":"2-lesson-map","path":["10 — Course Crosswalk and Sources","2. Lesson map"],"prose":["The following transcript modules informed the system."],"bullets":[],"blocks":[],"tables":[]},{"heading":"Strategy, audience, and funnel","depth":3,"anchor":"strategy-audience-and-funnel","path":["10 — Course Crosswalk and Sources","2. Lesson map","Strategy, audience, and funnel"],"prose":["The grammar converts the course’s persona, asset, medium, optimization, and nudge model into:"],"bullets":[],"blocks":[{"lang":"text","code":"004-target-personas-and-the-sales-funnel.md\n005-the-search-framework.md\n006-branded-search.md\n007-what-is-reputation-management.md\n012-keywords-vs-the-sales-funnel.md"},{"lang":"text","code":"Audience\n+ Conditions\n+ Task\n+ Intent\n+ Canonical asset\n+ Search surface\n+ Next action\n+ Business outcome"}],"tables":[]},{"heading":"Semantic research and mapping","depth":3,"anchor":"semantic-research-and-mapping","path":["10 — Course Crosswalk and Sources","2. Lesson map","Semantic research and mapping"],"prose":["The grammar preserves the course’s practical grouping process but changes the unit from an isolated keyword to a user task and intended canonical asset."],"bullets":[],"blocks":[{"lang":"text","code":"008-keyword-research-overview.md\n009-keyword-types.md\n010-keyword-variations-lsi.md\n011-keyword-competitiveness.md\n013-keyword-research-walkthrough.md\n014-keyword-mapping-intent-bucketing.md\n015-keyword-mapping-core-secondary-accessory-keywords.md\n016-keyword-mapping-revenue-estimates.md\n017-seo-roi-timeline-estimates.md\n018-reverse-engineering-competitors.md"}],"tables":[]},{"heading":"Document and page design","depth":3,"anchor":"document-and-page-design","path":["10 — Course Crosswalk and Sources","2. Lesson map","Document and page design"],"prose":["The grammar turns checklists into task-specific page specifications and measured interventions."],"bullets":[],"blocks":[{"lang":"text","code":"019-what-is-document-relevancy.md\n020-on-page-ranking-factors.md\n021-pages-vs-domains.md\n022-title-tags-meta-descriptions.md\n023-urls.md\n024-headers.md\n025-body-copy.md\n026-image-alt-filename.md\n027-internal-links-anchor-text.md\n028-site-architecture-silos.md\n030-freshness-recency.md\n031-ux-signals.md\n032-searcher-intent-quality-content-and-competition.md\n033-walkthrough-finding-your-low-hanging-fruit.md\n034-walkthrough-optimizing-a-blog-post.md"}],"tables":[]},{"heading":"Authority and earned evidence","depth":3,"anchor":"authority-and-earned-evidence","path":["10 — Course Crosswalk and Sources","2. Lesson map","Authority and earned evidence"],"prose":["The grammar broadens authority from raw link counts to relevant independent evidence, qualified referring domains, brand demand, and target-cluster outcomes."],"bullets":[],"blocks":[{"lang":"text","code":"035-link-building-earned-media-authority.md\n036-pagerank.md\n037-authority-metrics.md\n038-follow-vs-nofollow.md\n039-ugc-sponsored-attributes.md\n040-social-media-link-building-seo.md\n041-google-s-medic-update-eat.md\n042-link-building-page-types.md\n043-negative-seo-and-disavowing-links.md\n044-overview-of-prospecting-outreach.md\n045-link-prospecting-and-tools.md\n046–060 Ahrefs, outreach, and campaign walkthroughs\n061-advanced-search-operators.md"}],"tables":[]},{"heading":"Technical eligibility","depth":3,"anchor":"technical-eligibility","path":["10 — Course Crosswalk and Sources","2. Lesson map","Technical eligibility"],"prose":["The grammar separates the technical lifecycle into:"],"bullets":[],"blocks":[{"lang":"text","code":"062-what-is-technical-optimization.md\n063–069 Google Search Console lessons\n070-crawl-indexation-introduction.md\n071-crawl-indexation-followed-links-indexed-pages.md\n072-crawl-indexation-xml-sitemaps.md\n073-crawl-indexation-robots-txt.md\n074-crawl-indexation-server-response-codes.md\n075-crawl-indexation-redirects.md\n076-crawl-indexation-canonical-tags-duplicate-content.md\n077-crawl-indexation-keyword-cannibalization.md\n078-crawl-indexation-internal-links-crawl-depth.md\n079-site-speed.md\n080-structured-data.md\n081-international-multilingual-seo.md\n082-ssl-www-pagination.md\n083-demo-technical-seo-audit.md"},{"lang":"text","code":"Discover\n→ Fetch\n→ Render\n→ Canonicalize\n→ Index\n→ Retrieve\n→ Display"}],"tables":[]},{"heading":"Measurement","depth":3,"anchor":"measurement","path":["10 — Course Crosswalk and Sources","2. Lesson map","Measurement"],"prose":["The system extends these lessons into an intervention ledger, task events, qualification, margin, controls, and explicit experiment decisions."],"bullets":[],"blocks":[{"lang":"text","code":"084-introduction-to-analytics-tracking.md\n085-google-analytics-secure-search.md\n086-connecting-google-analytics-and-google-search-console.md\n087-google-analytics-google-data-studio.md\n088-rank-tracking-link-monitor.md"}],"tables":[]},{"heading":"3. Important terminology corrections","depth":2,"anchor":"3-important-terminology-corrections","path":["10 — Course Crosswalk and Sources","3. Important terminology corrections"],"prose":[],"bullets":[],"blocks":[],"tables":[]},{"heading":"“LSI keywords”","depth":3,"anchor":"lsi-keywords","path":["10 — Course Crosswalk and Sources","3. Important terminology corrections","“LSI keywords”"],"prose":["The course uses “LSI” as a broad label for terms that co-occur around a topic. The grammar replaces this with:","These elements should be included because they complete the task, not because a tool produced a term list."],"bullets":[],"blocks":[{"lang":"text","code":"entities\nrelations\nattributes\nvalues\ncollocations\nquestions\nevidence"}],"tables":[]},{"heading":"“One keyword equals one page”","depth":3,"anchor":"one-keyword-equals-one-page","path":["10 — Course Crosswalk and Sources","3. Important terminology corrections","“One keyword equals one page”"],"prose":["Use:","A page can be relevant to many query variants. Different words do not automatically require different pages."],"bullets":[],"blocks":[{"lang":"text","code":"one dominant intent cluster\n=\none intended canonical owner"}],"tables":[]},{"heading":"“Ranking factors”","depth":3,"anchor":"ranking-factors","path":["10 — Course Crosswalk and Sources","3. Important terminology corrections","“Ranking factors”"],"prose":["Treat lists of factors as hypotheses and diagnostics. The system requires each intervention to state a mechanism and measured outcome."],"bullets":[],"blocks":[],"tables":[]},{"heading":"“UX signals”","depth":3,"anchor":"ux-signals","path":["10 — Course Crosswalk and Sources","3. Important terminology corrections","“UX signals”"],"prose":["Do not claim that any analytics metric perfectly reveals a search engine’s internal behavior. Use user behavior as task and business telemetry."],"bullets":[],"blocks":[],"tables":[]},{"heading":"“PageRank no longer exists”","depth":3,"anchor":"pagerank-no-longer-exists","path":["10 — Course Crosswalk and Sources","3. Important terminology corrections","“PageRank no longer exists”"],"prose":["The public toolbar metric disappeared. Link-based systems and link signals remain conceptually relevant. Do not optimize for an obsolete public score."],"bullets":[],"blocks":[],"tables":[]},{"heading":"“EAT”","depth":3,"anchor":"eat","path":["10 — Course Crosswalk and Sources","3. Important terminology corrections","“EAT”"],"prose":["Use the current E-E-A-T framing cautiously as a quality-evaluation concept, not a single numeric ranking factor. The operational system measures evidence, experience, authorship, sources, transparency, review, and correction practices."],"bullets":[],"blocks":[],"tables":[]},{"heading":"4. Current primary-source guidance used","depth":2,"anchor":"4-current-primary-source-guidance-used","path":["10 — Course Crosswalk and Sources","4. Current primary-source guidance used"],"prose":["The system was checked against current Google Search Central and web.dev guidance available in September 2026."],"bullets":[],"blocks":[],"tables":[]},{"heading":"Google Search fundamentals","depth":3,"anchor":"google-search-fundamentals","path":["10 — Course Crosswalk and Sources","4. Current primary-source guidance used","Google Search fundamentals"],"prose":["- SEO Starter Guide","`https://developers.google.com/search/docs/fundamentals/seo-starter-guide`","- Search Essentials","`https://developers.google.com/search/docs/essentials`","- Spam policies","`https://developers.google.com/search/docs/essentials/spam-policies`","- Creating helpful, reliable, people-first content","`https://developers.google.com/search/docs/fundamentals/creating-helpful-content`"],"bullets":["SEO Starter Guide","Search Essentials","Spam policies","Creating helpful, reliable, people-first content"],"blocks":[],"tables":[]},{"heading":"Crawling, indexing, and links","depth":3,"anchor":"crawling-indexing-and-links","path":["10 — Course Crosswalk and Sources","4. Current primary-source guidance used","Crawling, indexing, and links"],"prose":["- Crawling and indexing overview","`https://developers.google.com/search/docs/crawling-indexing`","- Link best practices","`https://developers.google.com/search/docs/crawling-indexing/links-crawlable`","- Canonicalization","`https://developers.google.com/search/docs/crawling-indexing/consolidate-duplicate-urls`","- Sitemaps","`https://developers.google.com/search/docs/crawling-indexing/sitemaps/overview`","- JavaScript SEO","`https://developers.google.com/search/docs/crawling-indexing/javascript/javascript-seo-basics`","- Robots.txt introduction","`https://developers.google.com/search/docs/crawling-indexing/robots/intro`"],"bullets":["Crawling and indexing overview","Link best practices","Canonicalization","Sitemaps","JavaScript SEO","Robots.txt introduction"],"blocks":[],"tables":[]},{"heading":"Search appearance and experience","depth":3,"anchor":"search-appearance-and-experience","path":["10 — Course Crosswalk and Sources","4. Current primary-source guidance used","Search appearance and experience"],"prose":["- Structured data introduction","`https://developers.google.com/search/docs/appearance/structured-data/intro-structured-data`","- Core Web Vitals and Search","`https://developers.google.com/search/docs/appearance/core-web-vitals`","- Web Vitals","`https://web.dev/articles/vitals`"],"bullets":["Structured data introduction","Core Web Vitals and Search","Web Vitals"],"blocks":[],"tables":[]},{"heading":"Generative search","depth":3,"anchor":"generative-search","path":["10 — Course Crosswalk and Sources","4. Current primary-source guidance used","Generative search"],"prose":["- Optimizing for generative AI features on Google Search","`https://developers.google.com/search/docs/fundamentals/ai-optimization-guide`","Key current implications:"],"bullets":["Optimizing for generative AI features on Google Search"],"blocks":[{"lang":"text","code":"foundational SEO still applies;\nvaluable non-commodity content matters;\nquery fan-out expands supporting information needs;\na page must be eligible and indexed for Search-based retrieval;\na page should not be created for every search variation;\nscaled low-value content is a governance risk;\nGoogle Search does not require llms.txt;\nAI-specific chunking is not required;\nsupported structured data remains for applicable search features;\ngenerative performance should be measured through first-party reporting when available."}],"tables":[]},{"heading":"5. Evidence classification","depth":2,"anchor":"5-evidence-classification","path":["10 — Course Crosswalk and Sources","5. Evidence classification"],"prose":["Statements in a project should be tagged as:","This prevents forecasts and hypotheses from being presented as established facts."],"bullets":[],"blocks":[{"lang":"text","code":"OBSERVATION\ndirectly measured or inspected.\n\nSOURCE FACT\nsupported by a cited primary source.\n\nINFERENCE\na reasoned interpretation of observations.\n\nFORECAST\nan estimated future value with assumptions.\n\nHYPOTHESIS\na testable proposed mechanism.\n\nDECISION\nan action chosen under constraints.\n\nUNKNOWN\ninformation still required."}],"tables":[]},{"heading":"6. Versioning","depth":2,"anchor":"6-versioning","path":["10 — Course Crosswalk and Sources","6. Versioning"],"prose":["The rule library and source guidance should be reviewed when:","Record:"],"bullets":[],"blocks":[{"lang":"text","code":"Google publishes material documentation changes\nOR site architecture/technology changes\nOR business offers/audiences change\nOR measured rules repeatedly fail\nOR a new search surface becomes strategically important"},{"lang":"text","code":"system version\nrule version\nsource review date\nchanged rules\nreason\nmigration impact"}],"tables":[]}]}