55 pieces on skills demand, batch planning, screening design, role playbooks and talent availability — written for campus, graduate and university-relations recruiters in India.
Where an article quotes a platform figure, that figure is counted live from our candidate database. Where we cannot count something, we say so instead of estimating it.


The skills that show up most often in enterprise internship requirements, and the ones where supply is thinnest.
7 min read
Why the 2027 batch is the cohort campus teams should be engaging now, and how availability moves through the cycle.
6 min read
Which technology stacks carry the most early-career demand, and where the supply-demand ratio actually favours the employer.
6 min read6 articles
The skills that show up most often in enterprise internship requirements, and the ones where supply is thinnest.
7 minWhich technology stacks carry the most early-career demand, and where the supply-demand ratio actually favours the employer.
6 minWhy the institution list for AI talent looks different from the one for software talent — and how to read it.
6 minHow much of a talent pool is genuinely reachable — and why headline counts overstate what you can hire.
7 minA short guide to the numbers vendors publish — including ours.
5 minFour questions to ask of your pipeline every quarter, with the data to answer them.
5 min9 articles
What has actually changed in early-career hiring this cycle — and what has not, despite the headlines.
8 minCapability centres hire early-career talent at a scale and cadence that looks nothing like a startup funnel.
6 minA pull-based funnel systematically selects for the candidates other employers have already passed on.
5 minThe gap is real, narrower than the commentary suggests, and mostly concentrated in three specific areas.
6 minOutreach volume has risen faster than outreach quality. The fix is unglamorous.
4 minPublished stipend benchmarks are unreliable. Here is a defensible way to set one anyway.
5 minBanking and financial services hire early-career talent under constraints that most hiring advice ignores.
5 minVolume hiring against a broad requirement — a genuinely different problem from product-company hiring.
5 minA large, capable and systematically overlooked segment — with a clear-eyed account of the trade-offs.
5 min14 articles
Why the 2027 batch is the cohort campus teams should be engaging now, and how availability moves through the cycle.
6 minA cost, reach and yield comparison — and why most enterprise teams should be running both.
7 minA twelve-month operating model for campus and early-careers teams, from batch selection to conversion.
9 minConversion rate is a design variable, not a market outcome.
6 minThe least-contested segment of the Indian graduate market, and what it takes to actually reach it.
6 minMost early-career dashboards measure activity. Four numbers measure outcomes.
5 minDiversity targets in graduate hiring fail at the sourcing stage far more often than at the interview stage.
6 minRemote widens supply and shifts the entire difficulty to onboarding design.
5 minMost calendars are inherited. That single fact explains most wasted campus spend.
5 minFifty openings across four cities is not four job posts. It is a sourcing brief with an operations problem attached.
5 minWhich batch to hire, which to engage and which to ignore this cycle.
5 minMost university relations programmes are event calendars. The ones that work are relationships with a measurement plan.
5 minThe recovery options in order of how much damage they do.
4 minEverything that should be decided before an offer goes out, in the order it should be decided.
5 min8 articles
The screens that actually predict performance, and the ones that survive only because they are traditional.
7 minDrop-off in early-career hiring is mostly self-inflicted. Here is where it actually happens.
6 minUnstructured interviews measure the interviewer. A rubric measures the candidate.
5 minThe most-resented artefact in graduate recruitment, and the narrow conditions under which it earns its place.
4 minTests are throughput tools. Treating them as quality tools is how funnels fill with test-takers.
5 minA sourcing brief is not a job description. Written well, it is the highest-leverage document in the process.
5 minDetection is a losing game. Interrogation is not.
5 minThe single metric most correlated with cohort quality, and the one most teams cannot influence because they measure the wrong part of it.
4 min16 articles
The employer archetypes recruiting early-career data talent, and the screen each one actually applies.
7 minThe hardest early-career pool in the country to fill, and the sourcing changes that actually move the needle.
6 minCommerce, statistics and economics graduates are under-sourced for analytics roles. Here is how to screen them.
6 minA pool nobody teaches into, which makes it small, self-selected and unusually easy to convert.
5 minThe one category where the degree is nearly irrelevant and the portfolio is the entire screen.
5 minThe deepest non-engineering pool in the country, and the one screen that actually differentiates within it.
5 minEveryone lists digital marketing. Almost nobody can show a number they moved.
5 minThe pool where volume genuinely is the strategy — and the role-play that replaces every behavioural question.
5 minA small, self-selected pool where "has shipped something" outperforms every other signal.
5 minOne question at screening cuts six-month attrition in your own team.
4 minA blended engineering-and-commerce pool where spreadsheet speed predicts more than the degree does.
4 minA thinner pool than web, but a far more verifiable one — the app either exists or it does not.
4 minThe category where certifications are most common and least differentiating.
4 minThe scarce skill is translation — turning a vague business question into something a dataset can answer.
4 minThe pool where a live URL is worth more than any credential — and where most screens still ask for a résumé.
4 minThe two pools overlap on skills and diverge completely on what the job needs.
5 min2 articles
For hiring teams