Statistical
Survey Design & Sampling Methodology
Official Statistics Competency Framework (NSSTA)
High
4/5
Confidence
88%
Evidence
- PLFS sampling frame assignment
- NSSTA sampling module, 84%
Official Statistics · Capacity Building
AI competency profile
Inferred for Deputy Director (Statistics), Survey Design & Data Analytics. Each level is derived from course completions, assessment item analytics and framework mapping.
Model confidence
81%
Frameworks mapped
6
NSSTA · UN NQAF / SDG NIF · Karmayogi v2 · NeGD · DPDP · DPI
Competencies tracked
16
Refreshed nightly from iGOT signals
In view
16
All domains
Domain filter
Statistical
National Accounts Statistics
Official Statistics Competency Framework (NSSTA)
Critical
2/4
Confidence
79%
Evidence
- No recorded learning on GVA/GDP compilation
- Quiz accuracy 48%
Statistical
Price & Labour Statistics (CPI, WPI, PLFS)
Official Statistics Competency Framework (NSSTA)
High
3/4
Confidence
82%
Evidence
- CPI weight revision workshop
- Item-level analytics on index numbers
Statistical
SDG Indicator Framework & Reporting
UN NQAF / MoSPI SDG NIF
Critical
2/4
Confidence
74%
Evidence
- Assigned to SDG NIF progress report
- No baseline assessment taken
Statistical
Metadata Standards & Data Quality Assurance
UN NQAF / MoSPI SDG NIF
High
3/4
Confidence
80%
Evidence
- DDI metadata pilot for NSS 79th round
Technical
Python & R for Statistical Computing
NeGD Digital Skills Baseline
Critical
2/4
Confidence
85%
Evidence
- Stata-heavy work history
- Low scores on data-wrangling items
Technical
SQL & Big Data Processing
NeGD Digital Skills Baseline
Critical
2/4
Confidence
77%
Evidence
- Occasional use of survey data warehouse queries
Technical
AI / Machine Learning for Official Statistics
NeGD Digital Skills Baseline
Critical
1/3
Confidence
71%
Evidence
- Interest signal from course browsing
- No prior ML training
Technical
GIS & Geospatial Analysis
NeGD Digital Skills Baseline
Moderate
2/3
Confidence
76%
Evidence
- Village-level mapping exercise for area frames
Technical
Data Visualisation & Dissemination
Official Statistics Competency Framework (NSSTA)
High
3/4
Confidence
83%
Evidence
- Dashboard contributions to MoSPI releases
Digital Governance
Cloud Computing, APIs & Open Data
Digital Public Infrastructure Skill Set
Critical
1/3
Confidence
72%
Evidence
- No exposure to MeghRaj / data.gov.in APIs recorded
Digital Governance
Cybersecurity & Data Privacy (DPDP Act)
CERT-In / DPDP Compliance Baseline
Critical
2/4
Confidence
81%
Evidence
- Handles unit-level confidential microdata
- No refresher in 14 months
Digital Governance
Digital Signatures & Government Cloud Governance
Digital Public Infrastructure Skill Set
Moderate
2/3
Confidence
75%
Evidence
- eSign usage in official releases
Behavioural
Project Management & Survey Operations
Karmayogi Competency Framework v2
High
3/4
Confidence
86%
Evidence
- Led field operations for two NSS sub-rounds
Behavioural
Communication of Statistics to Policymakers
Karmayogi Competency Framework v2
On track
4/4
Confidence
90%
Evidence
- Briefing notes rated highly by division head
Behavioural
Ethics, Confidentiality & Decision Making
Karmayogi Competency Framework v2
High
4/5
Confidence
89%
Evidence
- Statistical ethics module, 92%
- Peer feedback signals