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Course Employability Score

The credit-grade view of a skill, before you fund it.

CES is Lakshya’s framework for grading every course against real hiring, income, sector and geography signals. Four weighted components. One auditable number per pathway.

Request a CESSee CES on live pathways
4
weighted components
100
point scale
4
risk bands
CES100point scale
  • Job Market Demand
    40%
  • Income & Salary Benchmarking
    30%
  • Sector Growth Outlook
Framework

Four pillars. Every pathway, every time.

Weights are nominal. When a pillar lacks evidence (confidence below 25%) it’s dropped and the remaining pillars are renormalised. The final score is then derated by overall blended confidence.

Weight
30%

Training Quality

Regulatory recognition of the qualification (NQR mapping, regulator licensure, expiry/lapse state). Penalised when the qualification pack is expired or absent.

  • Regulator licensure and active qualification-pack listing
  • National framework mapping with expiry / lapse state tracked
  • Penalty applied when the QP is expired or absent
AI Risk Interpretation

From score to lending decision.

Every CES result maps to one of 4 pre-defined risk bands. Each band has a standardised financing approach.

CES range
80+
High employability
Full exposure
CES range
60 - 80
See it in action

CES reports are attached to every pathway.

Open any country opportunity page to see that pathway’s CES, full pillar breakdown, risk band, and financing verdict.

Browse pathways
Who uses CES

One score. Three audiences.

Candidates

See the earning reality of a course before you enrol or borrow.

Training Partners

Benchmark your course against real sector demand and placement reality.

Lenders & Foundations

Request

Get a CES for your course.

Share a few details and we'll return a signed CES report within one working day, indicative score, pillar breakdown, and financing bracket.

Email us at strategy@lskfin.com
Next step

Score first. Lend second.

For candidates

Apply for financing

Underwriting based on your earning potential, not collateral.

Continue
For partners

Partner with us

Training institutes, mobilisers, facilitators - grow with Lakshya.

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For investors

Connect as investor

Back an outcome-linked rail for India's skill economy.

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Contact Us

support@lskfin.comstrategy@lskfin.com+91 83688 96336Mon-Sat, 10:00 AM - 6:00 PMRegistered Office: GF 001, Mauryansh Elanza, Shyamal Cross Rd, Manekbag, Ahmedabad - 380015, GujaratCorporate Office: A67, Sector 2, Noida - 201301

Platform

Skill FinanceEquipment / Business Loans
20%
  • Geography-to-Job Alignment
    10%
  • Weight
    25%

    Placement Outcome

    Verified placement rate, salary verification rate, and survey mismatch rate from outreach to graduates/employers. Independent of training pillar.

    • Verified placement rate from outreach to graduates
    • Salary verification rate from employer call-backs
    • Independent survey mismatch rate flagged separately
    Weight
    30%

    Market Dynamics

    Country-normalised demand, salary band against country cost-of-living, sector trajectory, automation possibility and displacement risk. Composite of five sub-signals.

    • Country-normalised vacancy count and unique employer breadth
    • Median salary band against the country cost-of-living floor
    • Sector classification, automation exposure, displacement risk
    Weight
    15%

    Government Support

    Bilateral migration pathways, federal action plans, and policy dimensions backing the role. Uses neutral prior when no evidence is found.

    • Bilateral migration pathways and federal action plans
    • Skill-mission funding or subsidy backing the role
    • Neutral prior applied when no policy evidence is found
    Moderate employability
    Standard exposure
    CES range
    40 - 60
    Uncertain outcomes
    Reduced exposure with safeguards
    CES range
    0 - 40
    Weak job linkage
    Avoid financing without collateral

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