Demand-driven talent intelligence

Find the talent that's ready.

Vibodha starts with what your industry needs, translates demand into measurable job and competency requirements, and helps institutions prepare job-ready talent — so you can hire with confidence.

What skills are in demand?
Where can we find job-ready talent?
How can we reduce time-to-hire?
MARKET DEMANDLive market data

Data Analyst

+0%

Demand growth

in the last 12 months

JanFebMarAprMayJun

TALENT AVAILABILITY

Job-ready talent
University A78%
Institute B72%
College C68%
MATCH SIGNALHigh employer fit
The challenge

Employer needs are evolving.
The talent supply isn't keeping up.

Technology, AI and new business models are continuously changing the skills and capabilities employers need. Yet, the current talent system isn't producing job-ready talent at the speed and scale businesses require.

New technologies create new roles

e.g. GenAI, cloud, green skills

Some roles become obsolete

Automation and AI reduce demand for certain skills

Skills evolve faster

Existing roles require new competencies

Finding job-ready talent is hard

Skill gaps slow down business transformation

0%

of today's jobs are expected to be disrupted by 2030.

0%

of existing skills will change or become outdated.

0%

of employers say skill gaps block transformation.

0.0%

of Indian graduates assessed were employable for applied roles.

Vibodha reverses the model

Start with demand. Build towards readiness.

Vibodha continuously identifies what industry needs, converts that demand into measurable job and competency requirements, and maps available talent against them.

VIBODHA  ·  DEMAND → READINESS

DemandJobCompetencyTalentReadinessCapabilityHiringOutcome
  1. DemandLive market signals
  2. JobRoles and responsibilities
  3. CompetencySkills, behaviours, evidence
  4. TalentStudent capabilities
  5. ReadinessGap to each job
  6. CapabilityTargeted learning
  7. HiringMatched to employers
  8. OutcomeFeeds back into demand

How Vibodha works

Industry demand becomes a measurable talent pathway.

Seven connected steps turn live market demand into job-ready talent — and every outcome feeds back into the models.

Explore the model

Connected intelligence

Every layer learns from the next.

Vibodha models demand, jobs, competencies, evidence and readiness as one connected loop. Every hiring outcome returns to the system and sharpens the layer before it.

  • Job-specific, not generic
  • Evidence-led, not assumption-led
  • Continuously updated by outcomes
  1. 01Market demand
  2. 02Job architecture
  3. 03Competency model
  4. 04Assessment evidence
  5. 05Talent readiness
  6. 06Hiring outcome
  7. Outcome 06 loops back to demand 01

The Vibodha knowledge graph

Every signal is connected, and every connection is live.

Demand, jobs, competencies, skills, assessments, evidence and outcomes are modelled as one living graph. Watch the signals travel between them.

The Employability Index

Readiness is specific to a job.

The Employability Index measures how prepared a student is for a particular job at a particular point in time.

It brings together

  • Cognitive capability
  • Language and communication
  • General and domain understanding
  • Functional skills
  • Job-specific assessments
  • Projects and work samples
  • Learning and practice activity
  • Demonstrated progress
  • Employer-defined requirements
  • Market benchmarks

Employability Index

One job. One moment. One score — with its reasoning attached.

It explains

Not only where a student stands, but why.

  • 01What the job requires
  • 02What the student currently demonstrates
  • 03Which gaps matter most
  • 04What should be built next
  • 05How readiness is changing

One student. Different jobs. Different levels of readiness.

Business analyst81%
Data analyst72%
Product associate64%

More than a score

Readiness becomes useful when it leads to action.

A readiness score without context tells a student where they stand. It does not help them move forward.

Vibodha decomposes the score into the capabilities behind it, identifies the gaps most critical to the target job and connects each gap to a measurable action.

01

Measure

Establish current readiness against a job.

02

Explain

Show the capabilities and evidence behind the score.

03

Act

Create targeted activities to close priority gaps.

04

Reassess

Measure whether the intervention improved readiness.

05

Validate

Connect demonstrated readiness with hiring and workplace outcomes.

Partner With Vibodha

Prepare talent for demand, not assumptions.

Vibodha is working with institutions, employers, industry bodies and learning partners to build a demand-driven talent system.

  • Map current and emerging job demand
  • Define job and competency requirements
  • Establish student-readiness baselines
  • Identify programme and cohort-level gaps
  • Build targeted capability pathways
  • Validate readiness through demonstrated evidence
  • Connect prepared talent with relevant opportunities
  • Improve the system through employment outcomes