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.
Data Analyst
+0%
Demand growth
in the last 12 months
TALENT AVAILABILITY
Job-ready talentEmployer 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of existing skills will change or become outdated.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
- DemandLive market signals
- JobRoles and responsibilities
- CompetencySkills, behaviours, evidence
- TalentStudent capabilities
- ReadinessGap to each job
- CapabilityTargeted learning
- HiringMatched to employers
- 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 modelOne system
One system, built around what employers need.
Vibodha starts from employer demand and works back to job-ready talent. Institutions and students act on the same requirements — so everyone reads the ecosystem from one picture.
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
- 01Market demand
- 02Job architecture
- 03Competency model
- 04Assessment evidence
- 05Talent readiness
- 06Hiring outcome
- 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.
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.
Measure
Establish current readiness against a job.
Explain
Show the capabilities and evidence behind the score.
Act
Create targeted activities to close priority gaps.
Reassess
Measure whether the intervention improved readiness.
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
