LinkedIn Industry Performance Analysis: Algeria 2017-2025#
This notebook analyses LinkedIn Hiring Rate, Skills and Skills Penetration by Gender in Algeria.
LinkedIn Hiring Rate#
╒════╤══════════════════════════╤═══════════════╤═══════════╤═══════════╤════════════════════╤════════════════════════════╕
│ │ │ Average LHR │ Max LHR │ Min LHR │ Volatility (STD) │ Growth Trend (2017-2025) │
╞════╪══════════════════════════╪═══════════════╪═══════════╪═══════════╪════════════════════╪════════════════════════════╡
│ 0 │ Emerging Industries │ -0.204222 │ 0.61155 │ -0.504 │ 0.252748 │ -0.036875 │
├────┼──────────────────────────┼───────────────┼───────────┼───────────┼────────────────────┼────────────────────────────┤
│ 1 │ Growing Industries │ 0.229189 │ 4.93574 │ -0.80098 │ 0.849302 │ -0.30158 │
├────┼──────────────────────────┼───────────────┼───────────┼───────────┼────────────────────┼────────────────────────────┤
│ 2 │ Leading Industries │ 0.460806 │ 9.21272 │ -0.57202 │ 1.24449 │ -0.14782 │
├────┼──────────────────────────┼───────────────┼───────────┼───────────┼────────────────────┼────────────────────────────┤
│ 3 │ Transitioning Industries │ 0.123595 │ 3.2675 │ -0.73642 │ 0.546853 │ -0.16384 │
╘════╧══════════════════════════╧═══════════════╧═══════════╧═══════════╧════════════════════╧════════════════════════════╛
Skills Distribution Analysis in Algeria’s Labor Market#
This analysis shows the top skills in each industries from LinkedIn skills assumed and mentioned by its users.
Skills in the leading and growing industries#
The skills that appear across different industries are colored differently.
Exported skills data for leading and growing industries to ../../data/processed_data/Algeria_skills_top_half_industries.csv
| Industry | Accommodation and Food Services | Consumer Services | Education | Entertainment Providers | Financial Services | Government Administration | Hospitals and Health Care | Real Estate and Equipment Rental Services | Retail | Transportation, Logistics, Supply Chain and Storage |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Culinary Arts | Arabic | Search | Search | Assurance Services | Search | Medical Training | Search | Arabic | FRET |
| 1 | Catering | Search | Arabic | Arabic | Banking | Arabic | Search | Lumion | Search | Airlines |
| 2 | Lodging | French | Higher Education | Sports Coaching | Arabic | French | Medicine | Arabic | French | Maritime Industry |
| 3 | Restaurant Management | Time Efficiency | French | Medicine | Search | Teaching | Hospitals | Architecture | Commerce | Arabic |
| 4 | Opera | C (Programming Language) | Teaching | Healthcare | French | Office Automation | Healthcare | Architectural Design | Stock Management | Aviation |
| 5 | Search | MATLAB | University Teaching | French | Credit | Teaching English as a Foreign Language | Arabic | ARCHICAD | Retail | transport |
| 6 | French | Adobe Illustrator | MATLAB | Sports | Commercial Planning | Language Teaching | Clinical Research | Interior Fit-out | Store Management | Transportation |
| 7 | None | Arduino | Teaching English as a Foreign Language | Soccer | Commercial Banking | Public Administration | Family Medicine | SketchUp | Time Efficiency | Search |
| 8 | None | Python (Programming Language) | Language Teaching | Hospitals | Retail Banking | French Teaching | Healthcare Management | Autodesk Robot Structural Analysis | Commercial Planning | Maritime Operations |
| 9 | None | Nonprofit Organizations | LaTeX | Medical Training | Credit Risk Management | Higher Education | French | Urbanism | Commercial Analysis | French |
Skills in the industries in the bottom half of Avg LHR#
Exported skills data for transitioning and emerging industries to ../../data/processed_data/Algeria_skills_bottom_half_industries.csv
| Industry | Administrative and Support Services | Construction | Farming, Ranching, Forestry | Manufacturing | Oil, Gas, and Mining | Professional Services | Technology, Information and Media | Utilities | Wholesale |
|---|---|---|---|---|---|---|---|---|---|
| 0 | Arabic | Civil Engineering | Search | Search | Petroleum | Search | Global System for Mobile Communications (GSM) | Energy | Arabic |
| 1 | Search | Autodesk Robot Structural Analysis | Agriculture | Pharmaceutics | Oil and Gas | Arabic | Arabic | Petroleum | Commercial Planning |
| 2 | French | Construction | Agronomy | Arabic | Gas | French | 3G Technology | Arabic | Search |
| 3 | Translation | Search | Farms | BPF | Onshore Oil and Gas Operations | Architectural Design | Telecommunications | Project Commissioning | French |
| 4 | Tourism | Construction Management | Agribusiness | Pharmaceutical Sales | Oilfield | Architecture | Search | Gas | Commerce |
| 5 | Amadeus Altéa Customer Management System (CMS) | Concrete | Commercial Planning | Commercial Planning | Perforation | Lumion | 2G | Oil and Gas | Commercial Analysis |
| 6 | Technical Translation | AutoCAD | Sustainable Agriculture | French | Oil and Gas Drilling | SketchUp | Internet Protocol (IP) | Power Plants | Stock Management |
| 7 | Time Efficiency | Arabic | Organic Farming | Good Manufacturing Practice (GMP) | Oil and Gas Industry | ARCHICAD | Universal Mobile Telecommunications System (UMTS) | Gas Turbines | Purchasing |
| 8 | French to English | SAP2000 | Arabic | Product Launch | Upstream Oil and Gas | Publicity | LTE | Search | Cement |
| 9 | Foreign Languages | ETABS | Irrigation | Time Efficiency | Petroleum Engineering | AutoCAD Architecture | Wireless Technologies | Project Engineering | Project Commissioning |
Skill Genome Pooled by Country (2017 - 2024)#
Skill Genome Pooled by Country and Industry (2017 - 2024)#
Skill flow#
Exported skill flow data to ../../data/linkedin/processed/Algeria_skill_flow_data.csv