Data & Technology Solutions

Unlocking new markets through data analytics and technology innovations.

Bringing Solar Power and Mini-Grid Technology to the Corners of the World

Dramatic price reductions and efficiency enhancements in solar, battery, and smart grid technologies are disrupting traditional energy systems, and making possible more efficient, more cost-effective and more sustainable ways to bring power to communities worldwide.

However, highly risky and environmentally destructive fossil fuels and related technologies continue to dwarf investments in green technologies. Low-carbon and climate resilient asset classes are underserved by public and private capital markets, and climate risks are often ignored or underplayed by key decision makers.

  • $2,000per connection

    the least cost to extend the grid in rural areas

  • 80%reduction

    in the price of photovoltaic solar technology and battery storage solutions over the last decade

  • $500-$1,200per connection

    the cost of mini-grids can and should be as little as $500-$1,200

According to a recent World Bank report, there are hundreds of thousands of communities where mini grids are the best solution for electrification. In these remote areas where the cost of extending the main grid can be more than $2,000 for a single connection, mini-grids are a relative bargain at $500-$1,200 a connection. However, these costs are still too high to bring affordable power to the world’s poorest populations without a significant subsidy. By lowering those costs dramatically through a combination of economies of scale, technology innovation and robust data to drive least-cost planning and size systems appropriately, we will ensure that mini-grids make the best use of limited public funding and private investment to drive access to productive power globally and divert investment from old-fashioned, dirty and unsustainable energy technologies.

Our Approach

Our data efforts focus on understanding and predicting energy consumption and measuring and monitoring reliability in order to expand electricity access and economic development. Connecting our partners with the latest innovation in technology and data science we are working to unleash the power of distributed renewable energy.

Electrifying Economies


Without robust customer demand estimates, mini grid developers may oversize their systems, dramatically reducing the viability of their project, or undersize them and fail to meet the needs of the community. Furthermore, prospective investors are reluctant to invest in capital-intensive decentralized energy projects when they don’t have confidence in projected revenues. Finally, governments looking to incorporate decentralized solutions in their energy plans need a granular understanding of current and future energy demand, especially in low-income communities that larger utilities have struggled to serve profitably. Without it, they run the risk of making costly capital investment choices that take too long to deliver.

Learn More About e-Guide
Solar panels in a field.

The e-GUIDE Initiative brings together data scientists from four universities: University of Massachusetts –Amherst, Carnegie Mellon University, Columbia University and Colorado School of Mines. The team hails from across the globe including Cameroon, Colombia, India, Kenya, Lesotho, Mexico, Rwanda, and Uganda. The e-GUIDE team focuses on three key area related to estimated electricity demand and reliability:

man look at the meter on his wall.

Electricity Consumption Predictions

Where there are multiple excellent integrated electricity master planning tools, all of them suffer from limited data on electricity consumption growth. Using a broad library of historic consumption data, satellite imagery and other big data sources, together with custom deep learning models, the team is creating an open service with API access to electricity consumption growth predictions for individual businesses and residences. Our work initially targets East Africa with a goal to extend throughout the continent and beyond to developing regions in South and Southeast Asia. Better data will enable scarce resources to go further.

Opportunities at the Electricity-Agriculture Nexus

Significant investments have been made in finding better ways to generate and supply electricity in the developing world. However, consumption data suggest that new customers use very limited amounts of electricity. We believe more attention needs to be paid to HOW new consumers use electricity to ensure they reap the benefits of access and electric utilities are able to generate sustainable revenues. For example, electricity has the potential to transform the agricultural sector by increasing primary production, reducing post-harvest losses, and adding value to crops. We are investigating opportunities where coordinated planning of electricity and agricultural infrastructure will lead to financially sustainable utilities, improved food security, and agricultural productivity and better development outcomes.

Man putting up electricity cables to form a mini-grind.
Satellite circling the earth.

Electricity Reliability from Satellite Data

Beyond access, the availability and predictability of reliability is crucial for community and economic growth. The team is developing a novel technique to provide wide-area, long-term estimates of grid stability across sub-Saharan Africa and South and Southeast Asia using daily data on nighttime illumination. This data will be paired with the consumption growth models, and will be released data publicly for other applications from the community.

Milestone Tracking

Our Goals

Our investment and partnerships in data and technology will accelerate the development of sustainable last-mile electrification solutions and drive the productive consumption of electricity in energy poor communities globally.

  • $500or less

    is our target cost-per-connection for mini-grid power

  • 1thousand

    kWh per capita is the minimum level of energy consumption needed to spur economic development in emerging markets worldwide

  • >$0.15cents

    is our target cost for mini-grid power for customers in areas of high-energy poverty

Poverty and energy poverty go hand in hand. Access to reliable electricity empowers communities to move themselves out of poverty. Our president, Dr. Rajiv J. Shah, met with community members who show how Energy Empowers. We are thrilled to work together with Tata Power in India to take this technology to scale.

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