Talent Acquisition · Recruiting Operations · AI-enabled hiring

Building better hiring systems for global teams.

I am Tanya Mishra, a Talent Acquisition Specialist with 5+ years of experience hiring technical, product, GTM, operations, and leadership talent across the US, LATAM, EMEA, APAC, and India.

Career snapshot

Recruiting that is structured, global, and data-informed.

5+ yearsTalent Acquisition experience
45+Roles closed at Hackmamba
30%Time-to-hire reduction at Hackmamba
62% → 82%Offer acceptance improvement at Hackmamba

Career outcomes above are drawn from my résumé. Portfolio concepts below are clearly identified as self-initiated prototypes, not client work.

Recruitment problems I solve

Practical solutions to high-friction hiring.

These case studies show how I think about common TA challenges. Each can be turned into a working scorecard, dashboard, workflow, or template.

01. Too many applications, too little signal

High application volume makes consistent shortlisting slow and vulnerable to bias or missed talent.

Solution

AI-assisted candidate scoring with mandatory qualification checks, structured criteria, and final recruiter review.

ScorecardPrompt libraryRecruiter review

02. Hiring teams cannot see the bottleneck

Without shared funnel data, it is difficult to tell whether delay comes from sourcing, interviews, approvals, or offers.

Solution

A recruitment analytics dashboard tracking time-to-screen, funnel conversion, interview turnaround, source quality, and offer acceptance.

TableauGoogle SheetsSLAs

03. Candidate experience breaks down at handoffs

Slow feedback and inconsistent communication increase candidate drop-off and weaken employer trust.

Solution

A candidate journey framework with clear handoffs, interview scorecards, feedback tracking, and timely communication templates.

Journey mapTemplatesFeedback tracker

AI recruiting lab

Five AI projects I would bring to a recruiting team.

Self-initiated portfolio prototypes informed by my hands-on experience with ChatGPT, Claude, Perplexity, n8n, sourcing, pipeline management, and hiring reporting.

01

Candidate Brief Generator

Turns a résumé and job description into a recruiter-ready candidate brief: role fit, evidence, missing requirements, interview focus areas, and a recommendation for human review.

Human-in-the-loopStructured screeningCandidate summaries
02

Boolean Search Copilot

Converts an intake brief into targeted Boolean and X-Ray search strings, including alternatives for titles, skills, locations, and adjacent companies. The recruiter validates and refines each query.

SourcingTalent mappingLinkedIn Recruiter
03

Job Description & Inclusive Language Reviewer

Reviews a draft JD for clarity, must-have versus nice-to-have requirements, jargon, location constraints, and inclusive wording - then produces an editable recruiter version.

Job designCandidate attractionRecruiter control
04

Interview Kit Builder

Creates structured, role-specific interview questions and a scorecard mapped to core competencies. It helps interviewers prepare; it does not make hiring decisions.

Structured interviewsScorecardsFair evaluation
05

Recruitment Operations Digest

Uses an n8n-style workflow to consolidate pipeline activity into a weekly operating update: roles at risk, stalled stages, candidate follow-ups due, and questions for hiring managers.

n8nPipeline healthStakeholder updates

Proof of work

Templates you can open, test, and adapt.

This workbook includes sample data only - no real candidate or employer information. It makes the proposed workflows tangible while keeping the final hiring decision with the recruiter and hiring team.

Candidate scorecard preview

Candidate evaluation scorecard

Weighted role-fit criteria and an editable shortlist decision guide.

Recruitment KPI dashboard preview

Recruitment KPI dashboard

Sample open-role, time-to-hire, offer, pipeline, and source data.

Interview kit preview

Structured interview kit

Role-specific questions, evidence notes, scoring, and total score.

AI recruiting prompt library preview

AI recruiting prompt library

Reusable prompts with recruiter checks and responsible-use safeguards.

Tools

My recruiting and analytics toolkit

LinkedIn RecruiterGreenhouseLeverGemGloTableauGoogle SheetsChatGPTClaudePerplexityEightfoldn8nNotion

How to use the AI work

AI assists. People decide.

Every AI workflow in this portfolio is designed to structure information and reduce repetitive work. It is never used as the final decision-maker or to infer sensitive candidate information.

Professional experience

Global hiring across technical and business functions.

Hackmamba · Talent Manager / Talent Acquisition Specialist

2025 - 2026 · Closed 45+ engineering, AI/ML, data, cloud, product, content, operations, and SaaS roles across distributed teams. Reduced time-to-hire by 30%, improved offer acceptance from 62% to 82%, and supported 40% year-over-year team scaling.

Scale AI · Senior Growth Recruiter

2024 - 2025 · Led global contributor recruitment, sourced 300-400 candidates daily, supported onboarding and activation, and later closed 6-7 engineering roles per month.

GlobalLogic · Talent Acquisition Specialist

2022 - 2024 · Managed full-cycle technical, leadership, bulk, and contract hiring across the US, UK, Canada, Mexico, and India. Built reporting that helped lower expenses by 31% and increased positions filled by 40% in a year.

Hive · US IT Recruiter

2021 - 2022 · Partnered with US hiring managers on technical and business recruitment, talent mapping, Boolean sourcing, and interview coordination that reduced scheduling conflicts by 43%.