Measures the presence of required data and identifies missing values that could impact analysis.
Identifies duplicate records and ensures data integrity through deduplication analysis
Checks for logical consistency across fields and ensures data follows expected patterns.
Evaluates how well the data is structured for analysis and machine learning applications.
| File Name | Type | Size | Last Updated | Action |
|---|---|---|---|---|
| Ghana Tech Ecosystem Survey 2024.csv | file | 65 KB | Sun Jul 27 2025 |
| Age | Years of Experience in the Industry | Gender | What tools do you use for marketing campaigns? (Select all that apply) | onsite | Do you work remotely | Which industry do you work in? | or in a hybrid model? | What is your primary area of expertise in engineering? | What programming languages do you use regularly? (Select all that apply) | What is your current employment status? | What tools do you use for product management? (Select all that apply) | What frameworks or libraries do you use regularly? (Select all that apply) | How satisfied are you with your current compensation? | What is your primary role in product management? | Select your background | What is your primary role in marketing & sales? | If you work remotely or in a hybrid model | What tools do you use for sales and CRM? (Select all that apply) | What is your annual salary range in Cedis? | Which country is your primary workplace located? | What tools do you use for user research and feedback? (Select all that apply) | Educational Background | What tools do you use for version control and collaboration? (Select all that apply) | how many days a week do you work remotely? | Do you receive any additional benefits? (Select all that apply) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| "35 - 44" | 14 | "Male" | null | "1 day" | "Hybrid" | "Fintech" | "Ghana" | null | null | "Full-time" | "Company system" | null | null | "Product Manager" | "Product" | null | "Less than GHC 50,000" | null | "System issues and downtime" | "Dissatisfied" | "Microsoft Forms" | "Master's Degree" | null | "Health Insurance\\nPerformance Bonuses\\nStock Options\\nPaid Time Off\\nProfessional Development Funds" | "Clarity of regulations, regulator (central bank) fostering innovation instead of stifling innovation with over-regulation and interference in operational activities of fintechs" |
| "35 - 44" | "4 - 6 years" | "Male" | null | "3 days" | "Hybrid" | "Healthcare" | "Ghana" | null | null | "Full-time" | "Slack" | null | null | "Product Owner" | "Product" | null | "GHC 200,001 - GHC 300,000" | null | "KEEP UP WITH INNOVATIONS AND LEADING LESS EXPERIENCED TEAMS" | "Satisfied" | "Google Forms\\nTypeform" | "Doctorate" | null | "Health Insurance" | "PROFESSIONALS LIKE DOCTORS, PHARMACISTS WITH SOFTWARE ENGINEERING BACKGROUNDS TO MAKE DECISIONS EASIER TO IMPLEMENT." |
| "25 - 34" | "7 - 10 years" | "Male" | null | "2 days" | "Hybrid" | "Fintech" | "Ghana" | "Software Development" | "Python\\nGo\\nZig" | "Full-time" | null | "Flask\\nTensorFlow\\nPyTorch\\nFastapi" | null | null | "Engineering" | null | "More than GHC 300,000" | null | null | "Dissatisfied" | null | "Bachelor's Degree" | "GitHub\\nGitLab\\nBitbucket\\nJira\\nSlack" | "Health Insurance\\nPerformance Bonuses\\nPaid Time Off" | null |
| "18 - 24" | "1 - 3 years" | "Male" | null | "2 days" | "Hybrid" | "Fintech" | "Ghana" | "Software Development" | "JavaScript" | "Full-time" | null | "React" | null | null | "Engineering" | null | "GHC 50,000 - GHC 100,000" | null | null | "Satisfied" | null | "Bachelor's Degree" | "GitHub" | "Health Insurance" | null |
| "18 - 24" | "4 - 6 years" | "Male" | null | "3 days" | "Hybrid" | "Energy Tech" | "Ghana" | "Software Development" | "JavaScript" | "Full-time" | null | "React" | null | null | "Engineering" | null | "GHC 50,000 - GHC 100,000" | null | null | "Neutral" | null | "Master's Degree" | "GitHub" | "Performance Bonuses" | null |
