"Increasing attention - both in the scholarly literature and in the world of policy makers and practitioners - is being paid to the challenges facing female entrepreneurs. What was once assumed to be a merit-based system for encouraging and rewarding entrepreneurs is now understood to operate in gendered ways that in many cases disadvantage female founders. These effects occur across the entire pipeline, beginning with the dearth of women seeking to start high growth companies, to the lack of funding opportunities and mentorship. There are substantial differences in the number of startups led by women, their levels of relevant experience and the amount of funding - both debt and equity - they seek and receive. Some have argued that women tend to found lower potential startups. Yet, even controlling for quality, we see many implicit biases in how female founders are treated. One important approach to redressing inequalities might be through the use of accelerators. Entrepreneurship accelerators are proliferating in both developed and developing economies as different cities, regions and sectors seek to increase economic growth and employment. Accelerators are designed to give a boost to startups by providing in a concentrated way the mentorship, networks, training and financing required to be successful. The presence of accelerators could have the potential to solve some of the challenges female entrepreneurs face, however preliminary evidence suggests that they, for the most part, seem to be perpetuating the gendered dynamics that exist in the entrepreneurial system. On the other hand, there is no systematic research on how accelerators do or might address the gendered dynamics of entrepreneurship. Because accelerators are seen as such an important policy tool for increasing entrepreneurial success, it is imperative that we develop and analyze systematic data on accelerators and their effects, particularly on female founders. In this study, we will draw on what is known to date on female entrepreneurs and more broadly on the research on gender in organizations and the economy to understand the dynamics of acceleration in entrepreneurship. Using a longitudinal database of over 3,000 ventures in nearly 50 accelerators, we trace the effects of selection into the accelerator and the acceleration process on outcomes for women-only, women-led, and male-only venture teams. We couple survey data with interviews of accelerators to understand whether and when acceleration can be a tool for mitigating gender bias in female entrepreneurship."

"In partnership with the ANDE India Chapter, GALI is working to increase understanding of acceleration and early stage ventures in India. This data summary includes information from 1,214 ventures operating in India, contributed by 26 accelerators."

"In Mexico, early-stage ventures are becoming a focus for governments and investors that want to spur economic development. Since 2013, venture capital activity has grown, while Mexico City has become a social enterprise and impact investing hub for Latin America. Accelerators play a role in developing a pipeline of investment-ready businesses, but little research has been done on the entrepreneurs attending these programs and how they perform with this specific support. With the support of Citibanamex Compromiso Social, GALI is working to increase our understanding of acceleration and early-stage ventures in Mexico. This report includes application and one-year follow-up information from 318 ventures operating in Mexico, contributed by 15 accelerator programs."

"This data summary provides a snapshot of more than 2,500 early-stage ventures that applied to over 50 acceleration programs in Sub-Saharan Africa, and includes regional insights for East and West Africa and country-specific information for Kenya, Uganda, and Nigeria."

"Before making important decisions about allocating resources, organizations need to first identify where a program is, where they want it to be, and how to get it there.To aid this process, we developed a Spectrum of Impact Measurement tool with two axes—level of confidence and level of difficulty—and five stages of impact assessment."

"Pulling insights from diverse disciplines and the experience of the Abdul Latif Jameel Poverty Action Lab (J-PAL) affiliated researchers around the world, this guide offers practical tips for overcoming challenges in incorporating women and girls' empowerment measurement in impact evaluations. The guide emphasizes the importance of conducting in-depth formative research to understand gender dynamics in the specific context before starting an evaluation, developing locally tailored indicators to complement internationally standardized ones, and reducing the potential for reporting bias in our instruments and data collection plan."

"Hundreds, if not thousands, of programs exist to help drive business growth in emerging markets. But what does the evidence actually tell us about whether these programs help businesses grow? And what can practitioners learn from this evidence to design more effective interventions? This knowledge synthesis summarizes the current evidence, identifies gaps in the academic research, and proposes a practitioner-oriented research agenda for the sector."

"Business incubation is a growing area attracting substantial interest both from governments and the private sector. Unfortunately, it is difficult for "would-be-entrepreneurs" to operate an informed choice given the large variety in nomenclature, programmes, services offered, underpinning business models, and the frequent lack of availability of performance data, or a common set of metrics that could be used to compute (and provide) widely acceptable KPI useful to facilitate the choice. Additionally, the role of the Information Management System has been under investigated. The present paper presents the research being conducted for the design and implementation of a modular information management system expressly designed to adapt to the needs of business incubators irrespective of the business model and approach adopted. The design is informed of the most relevant different business models presently adopted, the set of services and programmes offered, and the guidelines proposed by the European Union and the CSI federation. Best practices adopted in the UK and Europe have also been considered along with Cabral-Dahab principles. Finally, we identified a set of metrics that can be easily collected and used to generate valuable KPI able to support both the business incubation management as well as the applicants."

"In an effort to deepen understanding of the incubator and accelerator landscape in South Africa, ANDE hosted a series of breakfast roundtables in Johannesburg and Cape Town in 2017 and 2018. This document presents an overview of the key findings of the roundtables and provides recommendations for further research."