1 “... effective disclosure and data-use practices. D2D develops and tests new approaches, partnerships...”

2 “... on more than a decade of IFC and World Bank experience in natural resources transparency and open data...”

3

4 Subjects: “...Financial Data...”

5 “..., stakeholders and academics. After having discussed the datasets and the types of data available, they authors...”

6 “... development professionals and project managers get started and find necessary data. This paper paves the way...”

7 “..., resulting in higher employment and reducing poverty. Data contained in the Survey provide a basis on which...”

8 “... in providing data to countries about creating a sounder and more streamlined business environment. Women...”

9 “..., facilitate learning opportunities, stimulate reforms, and provide cross-country data for research...”

10 “.... This underscores the importance of business registers as master data sources. This analysis is based on data from...”

11 “... institutions. It draws on data and insights based on discussions with over 70 financial institutions...”

12 “... value to the repository of data in the MSME space, and opens new opportunities for further investigation...”

13 “... of survey data from 571 SMEs, and interviews with 14 corporate Buyers in Kenya, provide unique data...”

14 “...This report presents a snapshot of this market and provides industry-level data and analysis on key...”

15 “... countries form the basis of the study, the lion's share of data and observations emerged from South Africa...”

16 “... to private sector competitiveness and growth through data analysis, synthesis of existing research...”

17 “... - and combined a set of analytical instruments. It included an analysis of firm-level micro-data, an analysis...”

18 “... are the diverse levels of technology, and lack of awareness and discipline in data collection. In response...”

19 “...; and conducted an analysis of data from Lazada, one of the region's largest e-commerce platforms...”

20 “... biodiversity data for environmental impact assessments (EIAs) and international-level environmental and social...”