Scholar Forensics

Scholar Forensics

When a journal vanishes from the index, the cause is always in the evidence.

Any platform: WordPress Joomla OJS static HTML custom builds

Evidence in aggregate  ·  figures from separate engagements

8.03M ↑ 10,771%
SEARCH IMPRESSIONS
3-MONTH WINDOW
53.4K ↑ 11,902%
CLICKS EARNED
SAME WINDOW
≈4% → recovered
INDEXATION COVERAGE
RESTORED FROM COLLAPSE
1,875
DOMAINS DISAVOWED
IN ONE ATTACK CASE
75K
LEGACY URLS REDIRECTED
ZERO DOIS BROKEN

Metrics reflect real work across independent projects and do not represent a single engagement or identify any publisher.

The problem with ordinary SEO help

Most indexing services are built to launch a new journal. That is a different problem from a publisher who had coverage and lost it — after a migration, a redesign, or an attack.

Recovery is an investigation, not a checklist. It means reading crawl logs, backlink history, and metadata against each other until the cause is proven — then fixing it without breaking a single DOI. This works the same whether your articles live in WordPress, Joomla, OJS, hand-built HTML, or a custom stack.

Selected case files  ·  findings, anonymized

Case File 01  ·  Deindexation Post-Mortem  ·  verdict: crawl-budget exhaustion

Indexed pages collapsed to ~4% — recovered by removing three shadow URL layers

Search engines were crawling ghost URLs left by the old platform instead of the articles. Mapped every crawlable path, redirected ~75,000 legacy URLs, cleaned the duplicate layers in staged cycles — every DOI target protected throughout.

crawl logsGSC coverageredirect integritystaged remediation

Case File 02  ·  Attack Investigation  ·  verdict: coordinated backlink attack

Attack or algorithm? Separating a 1,875-domain negative-SEO spike from an update

A sudden flood of low-quality referring domains raised the question every publisher fears. Classified the profile against defined toxicity criteria, isolated the attack cohort, and filed a disavow with documented reasoning behind every entry.

backlink historytoxicity scoringdisavowmonitoring

Case File 03  ·  Migration Autopsy  ·  verdict: metadata drift on move

Why the redirects "worked" but Google Scholar still dropped the articles

301s resolved, yet Scholar coverage fell — because citation_* tags diverged between HTML and PDF during the move. Restored metadata parity, re-established full-text crawlability, tracked recovery against a dated baseline.

citation metadataPDF/HTML parityScholar baseline

The method

Every case runs the same five phases — an evidence chain, not a guess.

PHASE 01

Intake & timeline

Fix the exact date coverage dropped and everything that changed around it — migration, redesign, plugin, server move. Chain of custody starts here.

PHASE 02

Evidence collection

Crawl logs, Search Console, backlink history, a dated Google Scholar baseline, metadata across HTML and PDF. Nothing taken on faith.

PHASE 03

Analysis

Cross-reference the sources: attack vs update, shadow URLs vs metadata. The goal is causation, not correlation.

PHASE 04

Findings & verdict

A written report with the diagnosis, the evidence behind it, and a stated confidence level. This is the deliverable.

PHASE 05

Remediation & watch

DOI-safe fixes applied through staging, then monitoring so the same failure can't quietly return.

Types of investigation

Five kinds of case. Most publishers arrive with one — and discover they have another.

Deindexation

Post-Mortem

Why a collection disappeared from Google Scholar, Scopus, or Search — and how to bring it back.

Negative SEO

Attack Investigation

Distinguish a real attack from an algorithm update with evidence, then contain it.

Migration

Autopsy

What a platform move actually broke — redirects, canonicals, metadata — and how to reverse the damage.

Editorial

Citation Fraud Analysis

Detect AI-fabricated and hallucinated references before they reach publication.

Content theft

Attribution & DMCA

Identify scrapers, prove how duplicate content cannibalizes the original, and remove it.

Law + SEO

One investigator

A law background alongside the technical work — rare in this field, and the reason the evidence holds up.

Standards & references  ·  what the investigation is measured against

Every finding is checked against the sources that actually govern indexing — not opinion.

The first 48 hours matter

Lost visibility compounds every day the wrong URLs are crawled.

Tell me the drop, the date, and the platform. You'll get a first read — attack, migration, or metadata — with evidence, not a guess.

Request an emergency diagnosis Paid diagnostic · written findings · confidence level stated