Improve Joining Ratio

How to improve joining ratio and reduce candidate ghosting

Name: How to Improve Joining Ratio & Prevent Candidate Ghosting After Offer
Author: Talent Titan

30% of offered candidates ghost on Day 1 – draining your TA team’s efforts, frustrating hiring managers, and restarting the hiring cycle from scratch. CERA AI Agent predicts ghosting risk before joining day, so you can intervene early, engage at-risk candidates, and protect your joining ratio.

Early drop-off
detection

0 %

Drop-off
prevention

0 %

Manual follow-ups
needed

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— AI Engagement and Prediction —

The CERA AI Agent Solution: Engage, Predict, & Retain

The CERA Predictometer AI Agent by Talent Titan delivers end-to-end engagement with your offered candidates and intelligently identifies those at high risk of no-show – helping you intervene early and secure every joining.

AI Predictometer - Know before they ghost

CERA AI Agent analyzes engagement signals, response patterns, and behavioral indicators to score each candidate’s joining probability in real-time. Recruiters receive advance warning before a potential drop-off.

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Automated engagement sequences

CERA keeps candidates invested in your company through gamified pre-boarding journeys and personalized touchpoints from offer to Day 1: EVP content, company culture sharing, team introductions, quizzes, videos, leaderboards, badges, onboarding preparations and much more — all triggered automatically.

Deep dive into CERA →

Full pipeline visibility - from source to join

CERA works within HIRA’s AI agents. The same platform that sourced, screened, and interviewed the candidate now keeps them engaged – with complete data continuity across the lifecycle.

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— Integrations —

Plugs into your existing stack

All agents integrate with your ATS, HRMS, and communication tools — zero process disruption.

— Frequently asked questions —

Joining Ratio & Candidate Engagement FAQs

What is a good offer-to-joining ratio and what's average?

A healthy joining ratio is 85-90%+. The industry average across India sits around 65-75%, meaning 25-35% of offered candidates don’t join. Talent Titan clients using CERA’s Predictometer consistently achieve 90%+ joining ratios.

How does AI predict which candidates will ghost after accepting an offer?

CERA’s Predictometer analyzes multiple signals: engagement response times, content interaction patterns, sentiment indicators in communications, and historical patterns from similar profiles. It produces a joining probability score (0-100%) for each offered candidate, updated in real-time.

How early can the system warn us about a potential drop-off?

CERA typically provides 7-14 days of advance warning before a candidate disengages. This gives your TA team enough time to intervene with targeted engagement — a manager call, an EVP presentation, or a team introduction.

Can this work alongside our existing offer management process?

Yes. CERA integrates with your ATS and HRMS. It operates as an engagement layer on top of your existing offer workflow — no process changes required. Engagement campaigns and risk alerts are automated.

Stop Losing Candidates After the Offer

Deploy CERA’s Predictometer and transform your joining ratio from industry-average to industry-leading.