Forecasting model of the impact of AI automation on informal employment in developing countries

Transforming AI Automation's Impact on Informal Employment through Innovative Modeling and Validation.

A small, white humanoid robot with blue accents, including eyes, mouth, and a circular badge with the letters 'AI' on its chest, is positioned in front of a blue laptop on a metallic surface. The robot has a simple, smooth design with two cylindrical arms and a small antenna on top.

A small, white humanoid robot with blue accents, including eyes, mouth, and a circular badge with the letters 'AI' on its chest, is positioned in front of a blue laptop on a metallic surface. The robot has a simple, smooth design with two cylindrical arms and a small antenna on top.

Empowering Insights

Transforming data into actionable insights for understanding AI's impact on informal employment across diverse socio-economic landscapes.

Four small, white robot figures are sitting in a row, each with a laptop in front of them. They have round bodies and blue accents, with 'AI' displayed on their chests. The background is minimal and light gray, emphasizing the robots and their computers.

Four small, white robot figures are sitting in a row, each with a laptop in front of them. They have round bodies and blue accents, with 'AI' displayed on their chests. The background is minimal and light gray, emphasizing the robots and their computers.

Large blue letters 'AI' stand prominently on a surface covered with a pattern of hexagonal shapes. Dark swirling lines intersect around the letters, creating a sense of motion and complexity. The background has a metallic sheen with a futuristic, digital style.

Large blue letters 'AI' stand prominently on a surface covered with a pattern of hexagonal shapes. Dark swirling lines intersect around the letters, creating a sense of motion and complexity. The background has a metallic sheen with a futuristic, digital style.

Data Solutions Services

We provide data collection, model design, and validation for AI automation impacts on employment.

Model Design Services

A person is reading a book with an orange cover titled 'automate your work'. The person's fingernails are painted various colors, and they are seated at a table with a wooden surface. The background appears to be blurred, possibly indicating an indoor setting.

A person is reading a book with an orange cover titled 'automate your work'. The person's fingernails are painted various colors, and they are seated at a table with a wooden surface. The background appears to be blurred, possibly indicating an indoor setting.

Dynamic models predicting AI's impact on informal employment using advanced machine learning techniques.

A small, round robot with a smooth white surface and blue accents operates a blue laptop on a sleek, floating platform. The robot has glowing eyes and an antenna on its head, with an 'AI' emblem on its front.

A small, round robot with a smooth white surface and blue accents operates a blue laptop on a sleek, floating platform. The robot has glowing eyes and an antenna on its head, with an 'AI' emblem on its front.

Validation Services

We validate models through simulations and real-world datasets across various developing countries.

Our policy recommendations aim to enhance the socio-economic landscape impacted by AI automation.

Policy Recommendations

AI Impact

Analyzing automation's effects on informal employment through data insights.

A modern industrial setting featuring an automated assembly line machine enclosed in glass. The room is well-lit with a sleek design, including wooden accents and clean surfaces. There is a focus on the machinery, with components visible inside the enclosure.

A modern industrial setting featuring an automated assembly line machine enclosed in glass. The room is well-lit with a sleek design, including wooden accents and clean surfaces. There is a focus on the machinery, with components visible inside the enclosure.

Model Design

Dynamic predictions for AI automation's workforce impact evaluation.

A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.

A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.

Simulation Validation

Real-world testing ensures model effectiveness across diverse datasets.