Diversity Analyzer
Audits job description language and real pipeline drop-off for measurable bias patterns — no compliance guarantee claimed.
Audits job descriptions and pipeline data for common bias patterns — exclusionary language, funnel drop-off concentrated at a specific stage — surfacing what's measurable rather than asserting a compliance guarantee no tool can honestly make.
It exists because deterministic, evidence-based CMS scoring reduces certain sources of bias structurally, but it inherits whatever bias already exists upstream in a job description's own requirements. This tool is built specifically to surface that gap, rather than letting a good scoring layer create false confidence that the whole pipeline is bias-free.
នៅលើទំព័រនេះ
01What it does
Scans job description language for patterns associated with reduced application diversity, and analyses pipeline funnel data for stage-specific drop-off patterns worth investigating further.
02Who it's for
HR and compliance-conscious hiring teams who want a real, data-grounded starting point for reviewing their own pipeline, and organisations building toward the higher levels of the Responsible Hiring Maturity model who need to know where their actual gaps are.
03What makes this different
It doesn't claim to certify a job description or a pipeline as bias-free — it surfaces specific, measurable patterns worth a human looking into, consistent with this platform's approach elsewhere of stating what a mechanism does and doesn't guarantee rather than overclaiming.
04Why it matters
Semantic matching reduces certain biases structurally, but it inherits whatever bias exists in a job description's own requirements — this tool surfaces that specific gap directly rather than assuming the scoring layer alone solves it end to end.
05Pricing and what's included
Included from the Business plan upward, with a 14-day free trial available to run it against your own live job descriptions and pipeline first.
06Support
The DEI in Hiring resource page covers the underlying research this tool draws on in more depth; support@expertini.com is available for product-specific questions.
ស្ថាបត្យកម្ម និងប្រតិបត្តិការវេទិកា
A1Architecture: where it sits in the platform
Diversity Analyzer is a first-class module of the Screening & Evaluation suite inside the authenticated Expertini ATS workspace. The platform is deliberately server-rendered: every view is prepared by the application server and shipped as complete HTML, with no client-side framework, no third-party CDN scripts, and no build pipeline between the data and the page. What renders is what the server computed — the property that makes the interface auditable.
All persistence runs on a single search-native document store; every query carries the organisation's identifier as a mandatory filter at the lowest query layer. Tenant isolation is therefore structural — a property of how every request is composed — rather than a policy that relies on application code remembering to check.
Availability is governed by the platform's tool registry: this tool is registered from the Business plan, and access is enforced server-side by the registry gate on every request — never by hiding a button. Plans also carry a monthly distinct-tool quota (3 / 5 / 15 / 30 / 45 across Trial→Business, unlimited on Enterprise), counted at the same chokepoint. The pricing page states both honestly: what is available, and how much of it the month includes.
A2Data model and dependency map
In production the tool reads and writes job requisitions (ats_jobs), pipeline applications (ats_applications). Documents are plain, explicitly-mapped fields — mappings are provisioned ahead of first write, so term filters and aggregations behave deterministically instead of depending on inferred types.
Every distinct open is journalled to the tool-activity store — and that journal, not a parallel analytics system, is what the Reports section aggregates. The usage numbers you see are the numbers the platform actually recorded.
Anything that leaves the request path — notification fan-out, webhook delivery, activity journalling, mail — runs in fire-and-forget background threads. A slow external endpoint can never make the interface hang, and a failed side effect is logged rather than silently retried into inconsistency.
A3Operational considerations
Organisation-level settings, destructive actions, and connections are gated to owner and admin roles; recruiters operate the tool on the records they can see. Role changes apply on the next request — enforcement is at the route, not in the menu.
Scoring in the screening suite is deterministic and published: the same inputs produce the same outputs every time, hard requirements act as blockers rather than being averaged away, and no generative model invents a number — AI is used for extraction and drafting, humans decide. The methodology is public on the research page, where legal and data-science teams can interrogate it before buying.
Everything written is yours to take: CSV exports and the Data Export app cover the same stores the product itself reads. The exit is as open as the entrance — by design, not concession.
A4Interaction contract
The interface follows the platform's search-and-select convention: any field that names a real record — a candidate, client, or job — is a type-to-search picker over live data, never a free-typed string, which is what keeps activity trails and deduplication trustworthy. Static choices are filter-as-you-type combos rather than native dropdowns, and state transitions give explicit feedback: server confirmations surface as toasts, validation errors name the exact field, and nothing is shown as done that the server has not confirmed.
The wireframe and flow below document the structural contract of the surface — what panels exist, what order the states occur in, and what happens at every edge — rather than pixels. The layout is composed with native CSS grid and flexbox and adapts from wide desktop to a single column without separate mobile views.
ផែនទីភាពអាស្រ័យ
គម្រោងចំណុចប្រទាក់
លំហូរអន្តរកម្ម — រដ្ឋ, ការផ្ទៀងផ្ទាត់, មតិកែលម្អ
Neighbouring tools — Screening & Evaluation
ផ្ទាំងទិន្នន័យ — របៀបដែលម៉ែត្របង្ហាញ
សំណួរដែលសួរញឹកញាប់
Does this guarantee my hiring process is bias-free?⌄
What kind of patterns does it actually flag?⌄
Does structured CMS scoring alone fix bias in a job description?⌄
What plan includes this tool?⌄
សង្ខេប
- Included from the Business plan upward
- Audits both JD language and real funnel drop-off data
- Surfaces measurable patterns, doesn't claim a compliance guarantee
- Complements, doesn't replace, deterministic CMS scoring
- Grounded in the same research as the DEI in Hiring resource page
- 14-day free trial available
មើល diversity analyzer លើការជួលផ្ទាល់ខ្លួនរបស់អ្នក។
នាំយកការពិពណ៌នាការងារពិតប្រាកដទៅកាន់ការបង្ហាញរយៈពេល 30 នាទី — រួមបញ្ចូលការសាកល្បងដោយឥតគិតថ្លៃ។
កក់ការបង្ហាញ