{"id":24717,"date":"2026-07-31T08:03:56","date_gmt":"2026-07-31T08:03:56","guid":{"rendered":"https:\/\/recruiterflow.com\/glossary\/?p=24717"},"modified":"2026-07-31T08:03:56","modified_gmt":"2026-07-31T08:03:56","slug":"candidate-matching","status":"publish","type":"post","link":"https:\/\/recruiterflow.com\/glossary\/candidate-matching\/","title":{"rendered":"What is Candidate Matching?"},"content":{"rendered":"<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"5:1-5:392;54-445\">Candidate matching is the process of comparing a role&#8217;s requirements with candidate evidence to identify people who may suit the work and the employment conditions. Recruiters assess factors such as skills, experience, scope, location, compensation, availability, and motivation. The result is a group of plausible candidates for review, outreach, or assessment, not a final hiring decision.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"7:1-7:364;447-810\">Matching can be manual, rules-based, or supported by AI. A recruiter may compare a brief with applications, search an existing database, review referrals, or use software to rank records. The method changes, but the core task stays the same: translate the role into relevant criteria, find evidence for each criterion, and test gaps before presenting a candidate.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"9:1-9:234;812-1045\">Candidate matching sits between discovery and assessment. It narrows a broad talent pool into a workable review set. Screening then checks minimum requirements, and assessment gathers deeper evidence about capability and suitability.<\/p>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"11:1-11:34;1047-1080\"><span class=\"ez-toc-section\" id=\"Candidate_matching_at_a_glance\"><\/span>Candidate matching at a glance<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3 print:block print:space-y-1\" dir=\"ltr\" data-sourcepos=\"13:1-18:79;1082-1559\">\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"13:1-13:81;1082-1162\"><strong>Input:<\/strong> an agreed role brief, matching criteria, and candidate information.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"14:1-14:88;1163-1250\"><strong>Process:<\/strong> compare evidence, identify gaps, and rank or group plausible candidates.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"15:1-15:68;1251-1318\"><strong>Output:<\/strong> a review set, longlist, shortlist, or recommendation.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"16:1-16:82;1319-1400\">Good criteria are job-related, observable, and clear enough for consistent use.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"17:1-17:80;1401-1480\">Candidate interest, availability, and context still need direct confirmation.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"18:1-18:79;1481-1559\">Matching quality depends on the brief, the evidence, and recruiter judgment.<\/li>\n<\/ul>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"20:1-20:32;1561-1592\"><span class=\"ez-toc-section\" id=\"How_candidate_matching_works\"><\/span>How candidate matching works<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"22:1-22:29;1594-1622\">Define the role criteria<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"24:1-24:305;1624-1928\">Start with the work rather than a favored profile. Separate requirements that are needed on day one from preferences that can be learned, negotiated, or traded against other strengths. Useful criteria cover responsibilities, skill level, operating scope, location, work pattern, compensation, and timing.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"26:1-26:381;1930-2310\">Vague labels such as &#8220;culture fit&#8221; or &#8220;strong leader&#8221; create inconsistent judgments. Translate them into evidence, such as the size of team led, decisions owned, stakeholder level, or examples of leading a change program. <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.cipd.org\/en\/knowledge\/factsheets\/selection-factsheet\/\">CIPD guidance<\/a> supports clear, objective, structured, and transparent selection processes.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"28:1-28:30;2312-2341\">Gather candidate evidence<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"30:1-30:269;2343-2611\">Evidence may come from r\u00e9sum\u00e9s, profiles, application answers, recruiter notes, prior submissions, referrals, interviews, and current conversations. Each source has limits. A title may not reveal scope, and an old note may not reflect current interest or compensation.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"32:1-32:25;2613-2637\">Compare and classify<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"34:1-34:345;2639-2983\">Recruiters compare each record with the agreed criteria. They may use a simple qualified, possible, or not aligned classification, a <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/recruiterflow.com\/blog\/interview-scorecard\/\">weighted scorecard<\/a>, search filters, or a ranked recommendation. The method should show where evidence exists and where the recruiter is making an inference.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"36:1-36:23;2985-3007\">Validate the match<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"38:1-38:269;3009-3277\">A record-level match is only a hypothesis. The recruiter confirms the candidate&#8217;s contribution, motivation, location, timing, compensation, and interest. For firm work, the recruiter tests the match against client context and explains any trade-offs before submission.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"40:1-40:21;3279-3299\">Refine the brief<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"42:1-42:258;3301-3558\">Matching results can expose a weak brief. A very small pool may signal an unrealistic combination of requirements. A large pool may mean the criteria are too broad. Recruiters can return to the client with market evidence and agree which criteria to adjust.<\/p>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"44:1-44:45;3560-3604\"><span class=\"ez-toc-section\" id=\"Example_from_a_firms_recruiting_workflow\"><\/span>Example from a firm&#8217;s recruiting workflow<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"46:1-46:224;3606-3829\">A specialist firm receives a search for a finance director at a private-equity-backed manufacturer. The brief calls for multi-site operations, acquisition integration, lender reporting, and experience managing a small team.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"48:1-48:392;3831-4222\">The researcher finds a candidate whose profile describes divisional controllership, covenant reporting, and post-merger finance integration. The wording differs from the brief, yet the evidence points to several relevant capabilities. The recruiter places the candidate in the review set and records two gaps: the scale of the integrations and direct responsibility for lender relationships.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"50:1-50:321;4224-4544\">During a call, the candidate confirms ownership of both areas and explains a preference for roles within a two-hour travel radius. Compensation fits the range, but regular international travel does not. The recruiter can present a qualified match with a clear condition rather than treating the profile as a perfect fit.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"52:1-52:457;4546-5002\">For <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/recruiterflow.com\/blog\/executive-search-process\/\">executive search<\/a>, matching often includes leadership scope, career pattern, mandate context, stakeholder credibility, and conflicts or off-limits restrictions. A senior candidate may look suitable on paper yet be wrong for the assignment&#8217;s ownership structure or transformation stage. Search consultants combine documented evidence with market knowledge and confidential relationship context.<\/p>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"54:1-54:46;5004-5049\"><span class=\"ez-toc-section\" id=\"Candidate_matching_versus_related_concepts\"><\/span>Candidate matching versus related concepts<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"overflow-x-auto w-full px-2 mb-6 print:overflow-x-visible\" dir=\"ltr\" data-sourcepos=\"56:1-61:219;5051-5947\">\n<table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\">\n<thead class=\"text-left\">\n<tr>\n<th class=\"text-text-100 border-b-0.5 border-[hsl(var(--border-300)\/0.6)] py-2 pr-4 align-top font-bold\" style=\"text-align: left;\" scope=\"col\">Point<\/th>\n<th class=\"text-text-100 border-b-0.5 border-[hsl(var(--border-300)\/0.6)] py-2 pr-4 align-top font-bold\" style=\"text-align: left;\" scope=\"col\">Candidate matching<\/th>\n<th class=\"text-text-100 border-b-0.5 border-[hsl(var(--border-300)\/0.6)] py-2 pr-4 align-top font-bold\" style=\"text-align: left;\" scope=\"col\">AI candidate matching<\/th>\n<th class=\"text-text-100 border-b-0.5 border-[hsl(var(--border-300)\/0.6)] py-2 pr-4 align-top font-bold\" style=\"text-align: left;\" scope=\"col\">Candidate screening<\/th>\n<th class=\"text-text-100 border-b-0.5 border-[hsl(var(--border-300)\/0.6)] py-2 pr-4 align-top font-bold\" style=\"text-align: left;\" scope=\"col\">Job matching<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Main purpose<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Identify plausible candidates for a role<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Use AI to compare and rank candidate evidence<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Check a person against a defined qualification bar<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Connect a person with suitable jobs<\/td>\n<\/tr>\n<tr>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Typical starting point<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">A role brief and candidate pool<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Role criteria and digital candidate records<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">An applicant or prospect under review<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">A person&#8217;s profile, preferences, or intent<\/td>\n<\/tr>\n<tr>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Typical output<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Review set, longlist, or shortlist<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Ranked recommendations with fit signals<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Pass, fail, band, or further review<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Recommended roles or opportunities<\/td>\n<\/tr>\n<tr>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Main limitation<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Can reflect weak criteria or incomplete evidence<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">Adds model and explanation limits to data limits<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">May test only stated minimums<\/td>\n<td class=\"border-b-0.5 border-[hsl(var(--border-300)\/0.3)] py-2 pr-4 align-top\">May prioritize candidate preferences over one employer&#8217;s brief<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"63:1-63:262;5949-6210\">Candidate matching is the broader recruiting practice. AI candidate matching is one way to support it. Screening applies a more defined evaluation step after or during matching. Job matching often starts from the candidate and asks which roles suit that person.<\/p>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"65:1-65:34;6212-6245\"><span class=\"ez-toc-section\" id=\"Why_candidate_matching_matters\"><\/span>Why candidate matching matters<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"67:1-67:204;6247-6450\">Matching turns a client brief into search decisions. A clear method helps researchers and recruiters use the same definition of relevance, explain trade-offs, and avoid relying on undocumented intuition.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"69:1-69:314;6452-6765\">It can improve <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/recruiterflow.com\/blog\/talent-rediscovery\/\">database reuse<\/a>. Firms often hold candidate information from earlier assignments, applications, referrals, and outreach. A new brief may make an older record relevant, especially after a promotion, sector move, qualification, or location change.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"71:1-71:399;6767-7165\">Good matching supports a fairer selection process when criteria relate to the work and evidence is reviewed consistently. It does not replace assessment. CIPD notes that shortlisting and assessment are separate parts of selection, and recommends several methods where appropriate. <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.aesc.org\/\">AESC<\/a> describes in-depth, multi-source assessment as part of evaluating executive candidates.<\/p>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"73:1-73:38;7167-7204\"><span class=\"ez-toc-section\" id=\"How_to_evaluate_candidate_matching\"><\/span>How to evaluate candidate matching<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"75:1-75:56;7206-7261\">Use quality, efficiency, and coverage signals together:<\/p>\n<ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3 print:block print:space-y-1\" dir=\"ltr\" data-sourcepos=\"77:1-83:150;7263-8083\">\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"77:1-77:107;7263-7369\"><strong>Qualified-to-reviewed ratio:<\/strong> candidates meeting the agreed bar divided by candidate records reviewed<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"78:1-78:133;7370-7502\"><strong>Shortlist acceptance rate:<\/strong> candidates accepted by the recruiter or client divided by candidates submitted for shortlist review<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"79:1-79:122;7503-7624\"><strong>Outreach-to-interest rate:<\/strong> matched candidates who express relevant interest divided by matched candidates contacted<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"80:1-80:108;7625-7732\"><strong>Time to first credible shortlist:<\/strong> time from an agreed brief to a recruiter-approved initial shortlist<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"81:1-81:106;7733-7838\"><strong>Criteria coverage:<\/strong> required criteria supported by current evidence divided by all required criteria<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"82:1-82:95;7839-7933\"><strong>Correction rate:<\/strong> matches reclassified after recruiter review divided by matches reviewed<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"83:1-83:150;7934-8083\"><strong>Late-stage mismatch rate:<\/strong> candidates removed for a requirement that could have been checked earlier divided by candidates reaching a late stage<\/li>\n<\/ul>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"85:1-85:283;8085-8367\">Review rejection reasons, not just percentages. Repeated failures may point to a stale database, unclear criteria, weak evidence, a market constraint, or inconsistent reviewer judgment. Compare similar role families and search models rather than using one benchmark across all work.<\/p>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"87:1-87:38;8369-8406\"><span class=\"ez-toc-section\" id=\"Common_candidate-matching_mistakes\"><\/span>Common candidate-matching mistakes<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"89:1-89:43;8408-8450\">Copying the client&#8217;s preferred profile<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"91:1-91:167;8452-8618\">A prior successful hire can be a useful reference, but similarity is not the same as job relevance. Define the work and required evidence before looking for replicas.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"93:1-93:41;8620-8660\">Treating preferences as requirements<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"95:1-95:176;8662-8837\">An inflated mandatory list can remove credible candidates too early. Label each criterion as required, preferred, or open to trade-off and confirm that choice with the client.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"97:1-97:32;8839-8870\">Using subjective fit labels<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"99:1-99:181;8872-9052\">&#8220;Culture fit&#8221; can become a proxy for familiarity or similarity. Use job-related evidence and describe the work environment, decisions, behaviors, and constraints in concrete terms.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"101:1-101:32;9054-9085\">Trusting old candidate data<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"103:1-103:141;9087-9227\">Career history, location, compensation, availability, and motivation change. Mark stale fields and confirm material facts before submission.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"105:1-105:41;9229-9269\">Confusing a match with an assessment<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"107:1-107:177;9271-9447\">Matching identifies who deserves closer review. Interviews, work samples, references, structured scorecards, and other assessment methods test suitability with deeper evidence.<\/p>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"109:1-109:36;9449-9484\"><span class=\"ez-toc-section\" id=\"Where_Recruiterflow_and_AIRA_fit\"><\/span>Where Recruiterflow and AIRA fit<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"111:1-111:266;9486-9751\">Recruiterflow brings job criteria, candidate records, notes, prior activity, searches, and pipeline work into one ATS and recruitment CRM. Recruiters can use structured fields, database search, shared records, and workflow steps to create and review candidate sets.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"113:1-113:450;9753-10202\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/help.recruiterflow.com\/en\/collections\/15076282-aira-matchmaker\">AIRA Matchmaker<\/a> can compare job criteria with candidate records and present ranked candidates with criterion-level evidence for recruiter review. Recruiters can edit criteria, inspect the reasons behind a recommendation, and rerun the match. <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/recruiterflow.com\/blog\/ask-aira\/\">AIRA Search<\/a> can help find candidates using natural-language intent across available data.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"115:1-115:217;10204-10420\">These tools reduce manual comparison and make search logic easier to share. The recruiter remains responsible for checking the evidence, contacting the candidate, applying client context, and deciding who progresses.<\/p>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"117:1-117:23;10422-10444\"><span class=\"ez-toc-section\" id=\"Practical_checklist\"><\/span>Practical checklist<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-decimal flex flex-col gap-1 pl-8 mb-3 print:block print:space-y-1\" dir=\"ltr\" data-sourcepos=\"119:1-128:54;10446-11021\">\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"119:1-119:61;10446-10506\">Translate the role into job-related, observable criteria.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"120:1-120:58;10507-10564\">Separate requirements from preferences and trade-offs.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"121:1-121:61;10565-10625\">Confirm compensation, location, work pattern, and timing.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"122:1-122:58;10626-10683\">Identify which candidate fields or notes may be stale.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"123:1-123:58;10684-10741\">Record evidence and gaps for each plausible candidate.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"124:1-124:63;10742-10804\">Validate motivation, availability, and actual contribution.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"125:1-125:61;10805-10865\">Review low-ranked or rejected records as a quality check.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"126:1-126:43;10866-10908\">Capture recurring reasons for mismatch.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"127:1-127:59;10909-10967\">Revisit the brief when the pool is too narrow or broad.<\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"128:1-128:54;10968-11021\">Keep submission decisions under recruiter review.<\/li>\n<\/ol>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"130:1-130:28;11023-11050\"><span class=\"ez-toc-section\" id=\"Questions_recruiters_ask\"><\/span>Questions recruiters ask<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"132:1-132:59;11052-11110\">Is candidate matching the same as candidate screening?<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"134:1-134:195;11112-11306\">No. Matching identifies candidates who may suit a role. Screening checks whether a person meets defined requirements. Firms often use both in sequence, with some overlap during recruiter review.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"136:1-136:47;11308-11354\">Can candidate matching be done without AI?<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"138:1-138:213;11356-11568\">Yes. Recruiters have long matched people through database search, referrals, applications, notes, scorecards, and market knowledge. AI can compare more records and related language, but it is a supporting method.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"140:1-140:50;11570-11619\">What information improves candidate matching?<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"142:1-142:210;11621-11830\">Clear role criteria and current candidate evidence have the greatest value. Useful records cover work scope, skills, sector context, location, compensation, timing, motivation, prior interactions, and consent.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"144:1-144:43;11832-11874\">What is the strongest matching metric?<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"146:1-146:237;11876-12112\">The qualified-to-reviewed ratio shows how efficiently the process surfaces credible people. Pair it with shortlist acceptance and rejection reasons so the team can see whether the issue sits in the brief, data, search method, or review.<\/p>\n<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\" dir=\"ltr\" data-sourcepos=\"148:1-148:53;12114-12166\">Does candidate matching predict job performance?<\/h3>\n<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"150:1-150:171;12168-12338\">Not by itself. Matching identifies alignment with selected criteria. Performance prediction requires valid, job-related assessment evidence and a sound selection process.<\/p>\n<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" dir=\"ltr\" data-sourcepos=\"158:1-158:27;12485-12511\"><span class=\"ez-toc-section\" id=\"Recruiterflow_resources\"><\/span>Recruiterflow resources<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3 print:block print:space-y-1\" dir=\"ltr\" data-sourcepos=\"160:1-161:51;12513-12641\">\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"160:1-160:78;12513-12590\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/recruiterflow.com\/blog\/candidate-matching\/\">AI candidate matching<\/a><\/li>\n<li class=\"font-claude-response-body whitespace-normal break-words pl-2\" data-sourcepos=\"161:1-161:51;12591-12641\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/recruiterflow.com\/ai\">Recruiterflow AI<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Candidate matching is the process of comparing a role&#8217;s requirements with candidate evidence to identify people who may suit the work and the employment conditions. Recruiters assess factors such as skills, experience, scope, location, compensation, availability, and motivation. The result is a group of plausible candidates for review, outreach, or assessment, not a final hiring <a href=\"https:\/\/recruiterflow.com\/glossary\/candidate-matching\/\" class=\"more-link\">&#8230;<span class=\"screen-reader-text\">  What is Candidate Matching?<\/span><\/a><\/p>\n","protected":false},"author":31,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[237],"tags":[],"class_list":["post-24717","post","type-post","status-publish","format-standard","hentry","category-candidate"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.7 (Yoast SEO v28.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>What is Candidate Matching? - Recruiterflow Glossary<\/title>\n<meta name=\"description\" content=\"Candidate matching is the process of comparing a role&#039;s requirements with candidate evidence to identify people who may suit the work and the employment conditions.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/recruiterflow.com\/glossary\/candidate-matching\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Candidate Matching?\" \/>\n<meta property=\"og:description\" content=\"Candidate matching is the process of comparing a role&#039;s requirements with candidate evidence to identify people who may suit the work and the employment conditions.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/recruiterflow.com\/glossary\/candidate-matching\/\" \/>\n<meta property=\"og:site_name\" content=\"Recruiterflow Glossary\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/recruiterflow\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-31T08:03:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/recruiterflow.com\/glossary\/wp-content\/uploads\/2026\/07\/Group-6754-e1683281335979.png.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"672\" \/>\n\t<meta property=\"og:image:height\" content=\"140\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Abhishek Sharma\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@recruiterflow\" \/>\n<meta name=\"twitter:site\" content=\"@recruiterflow\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Abhishek Sharma\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/recruiterflow.com\\\/glossary\\\/candidate-matching\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/recruiterflow.com\\\/glossary\\\/candidate-matching\\\/\"},\"author\":{\"name\":\"Abhishek Sharma\",\"@id\":\"https:\\\/\\\/recruiterflow.com\\\/glossary\\\/#\\\/schema\\\/person\\\/e49b0f8dc111400d65599717285b3172\"},\"headline\":\"What is Candidate Matching?\",\"datePublished\":\"2026-07-31T08:03:56+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/recruiterflow.com\\\/glossary\\\/candidate-matching\\\/\"},\"wordCount\":1642,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/recruiterflow.com\\\/glossary\\\/#organization\"},\"articleSection\":[\"Candidate\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/recruiterflow.com\\\/glossary\\\/candidate-matching\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/recruiterflow.com\\\/glossary\\\/candidate-matching\\\/\",\"url\":\"https:\\\/\\\/recruiterflow.com\\\/glossary\\\/candidate-matching\\\/\",\"name\":\"What is Candidate Matching? 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