In 2018, Machine Learning / AI experts moved to the top spot, followed by Data Scientists, Big Data Modelers, and Cyber-Security experts as the most difficult occupations to fill.

Ability to Find Right Talent: Application developers (web and software) and and project managers are considered the most critical technology positions required. Data scientists, Big data modelers, and cyber-security experts are among the most difficult

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Expectations of Technology Workforce Growth - 12 Months to 5 Years

Overall Satisfaction: Survey Findings with Georgia's Technology Climate

Critical Issues Facing Technology Talent in Georgia

Talent Satisfaction: 2018 vs. 2017 Surveys

Talent Demand Outlook: 12 Months to 5 Years

Critical Technology Positions vs Difficulty to Fill

Technology Positions Most Difficult to Fill

Sources to Find Key Talent

Best sources of technology funding

Technology Development Strategies

Capital Outlook - Next 12 Months to 5 Years

Raising Business Capital in Georgia

Georgia Strengths to Raise Capital

Georgia Weaknesses to Raise Capital

GA Strengths to Raise Capital, by Market

GA Weaknesses to Raise Capital, by Market

Perceptions of Georgia Innovation Environment

Market Perceptions of Georgia Innovation Drivers

Key Factors Affecting Innovation within Georgia

Key Strengths - Innovation

Most Important Technology Initiatives

Expected Innovation Initiatives: 2017

Factors to be Recognized as an Center of Innovation, by Market

Technology Positions Most Difficult to Fill

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