Real-Time Intelligence
Market Pulse
Live signals from Zambia's labour market. Data sourced from job boards, company sites, and public employment services — updated continuously.
Jobs Analyzed This Week
3,240
Unique Skills Detected
847
Hiring Velocity Index
72.4
Active Alerts
3
Trending Skills This Week
Biggest movers vs. 30-day average
Live Feed
Recent signals & anomalies
2h ago
Mining safety certification demand surge in Copperbelt
4h ago
Hospitality sector recovery: guest services hiring up
6h ago
Agricultural extension workers in high demand
1d ago
Critical: Heavy equipment operators gap widening
1d ago
Mining sector stabilizing
Weekly Posting Volume by Sector
Rolling 8-week trend
Data Source Coverage
Where our intelligence comes from
Complete Skills Picture
Skills Atlas
Every skill in Zambia's economy: who has it, who needs it, and what to do about the gap. Skills are the unit of analysis — not occupations, not sectors.
How to read this: Negative gap = shortage (demand exceeds supply). Positive gap = surplus. Click any skill to see which occupations require it, which programs teach it, and recommended interventions.
Supply Meets Demand
Talent & Employers
The two sides of the market: workforce skills from Compass assessments, employer needs extracted by the Classifier. Watch the AI pipeline transform raw data into actionable intelligence.
Compass
→
Tabiya Taxonomy
→
Horizon Matching
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Job Classifier
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Job Scraper
Lodge Manager - Livingstone
We're looking for an experienced lodge
manager for our safari resort. You should
have hospitality experience, be comfortable
managing staff of 20+, handle guest relations,
and coordinate with tour operators. Food
safety certification required. Experience
with booking systems a plus.
Competitive salary + accommodation.
AI Classifier
Extracted Skills (ESCO-Mapped)
Hospitality Management
S4.2.1
Staff Supervision
S1.1.4
Guest Relations
S4.2.3
Tour Coordination
S4.3.2
Food Safety Certification
S4.1.5
Reservation Systems
S4.2.7 (preferred)
Talent Pool (Supply)
Skills from Compass assessments
Assessed Workers
48,200
Youth (15-24)
62%
Top Skills in Talent Pool
Customer Service
78%
Agricultural Work
65%
Food Preparation
52%
Housekeeping
45%
Basic Equipment Operation
28%
Heavy Machinery
12%
Employer Demand
Skills extracted from job postings
Active Vacancies
145K
Hard-to-Fill Rate
47%
Most Requested Skills
Heavy Equipment Operation
82%
Mining Safety
74%
Irrigation & Water Systems
68%
Hospitality Management
52%
Guest Services
48%
Crop Management
44%
So What? Now What?
Intelligence & Action
Data without "so what" isn't intelligence. Here's what the data tells us to do — predictions, recommendations, and measurable interventions.
Projected Shortage
12,400
Mining & agriculture workers needed by Q3 2026 based on current trends. Without intervention, gap widens 12% per quarter.
Confidence: 84% · Based on 18-month trend analysis
Horizon Match Rate
78%
Of AI-suggested matches result in successful placement within 90 days. Up from 64% at launch.
Based on 12,400 completed matches
Highest ROI Intervention
Equipment Cert.
Each 1% increase in certified equipment operators correlates with 2.3% increase in mining sector placement rates.
Estimated impact: 8,000 additional placements/year
1. Emergency Mining Skills Pipeline
Critical Priority
Demand for heavy equipment operators, blasting technicians, and safety officers is growing 3x faster than supply. Recommend immediate expansion of TEVET mining programs in Copperbelt, with fast-track certification paths (6-month programs vs. 2-year traditional).
5,800
Current gap (operators)
+180%
Demand growth (3yr)
ZMW 18K
Avg. salary premium
2. Agricultural Extension & Irrigation Training
Critical Priority
4,300 irrigation technicians and 6,600 crop management specialists needed. Climate-smart agriculture adoption driving demand. Recommend mobile training units for rural areas and partnerships with commercial farms for apprenticeships.
10,900
Combined shortage
+24%
Placement rate impact
68%
Jobs in rural areas
3. Hospitality Skills for Tourism Recovery
High Priority
Tourism sector rebounding faster than workforce. Guest services, food safety, and lodge management skills in short supply around Livingstone and Lower Zambezi. Recommend hospitality academies partnership with hotel groups.
5,100
Combined shortage
+32%
Tourism growth (YoY)
ZMW 8K
Entry-level salary
4. Reskilling Pathway: General Labour → Equipment Operation
Proactive
12,000 workers have basic manual skills that map well to equipment operation with 3-6 month upskilling. Many already employed in mining/agriculture in entry roles. Recommend employer-sponsored certification programs.
12,000
Candidates for upskilling
+85%
Wage increase potential
4 mo
Avg. certification time
TVET Intelligence Signals
Actionable insights for training institutions and curriculum planners
Expand Training (Top 5)
Heavy Equipment Operation
+180% demand
Mining Safety Certification
+156% demand
Irrigation Systems
+134% demand
Blasting & Drilling
+128% demand
Hospitality Management
+95% demand
Reduce/Update Curriculum (Top 3)
Manual Data Entry
-45% demand
Basic Typing
-38% demand
Traditional Bookkeeping
-32% demand
💡 Consider updating these programs to include digital equivalents
Emerging Industries (5-Year Horizon)
Renewable Energy Installation
Agri-Tech & Precision Farming
Eco-Tourism & Conservation
Mismatch Alerts
Guest Services
+42% oversupply
Basic Admin
+38% oversupply
Consider reducing intake or refocusing curriculum
Critical Mismatch: Mining Skills
TVETs are producing 23% of the heavy equipment operators the market needs. At current rates, the shortage will reach 8,400 by Q3 2026. Immediate capacity expansion recommended in Copperbelt region.
Skills Transition Pathways
Where workers with entry-level skills can advance
Intervention Impact Tracking
Measuring what we recommended last quarter