• Case Study

Vancouver Island Social Finance Report

  • Source : VISIZ Social Finance Working Group
  • 1 October 2022
This report presents an overview of the social finance landscape on Vancouver Island. It explores the existing social finance vehicles and discusses the potential for Social Impact Bonds (SIBs) and other innovative financial instruments to address local social challenges. The report aims to inform stakeholders about opportunities for leveraging social finance to achieve greater social impact and foster community development within the region.
  • Blog

Data Collection Quality: How to Ensure Data Quality

  • Source : SurveyCTO
  • 1 October 2022
This article shares actionable steps and best practices for ensuring data quality during digital data collection, including real-time checks and enumerator training. It discusses the importance of training data collectors to follow standardized procedures for data entry and ensuring that data is validated at the point of collection. The article also emphasizes the need for real-time data validation checks to catch errors early and prevent inaccurate data from being entered into the system. By following these best practices, organizations can ensure that their digital data collection efforts yield high-quality data that is reliable and useful for decision-making and program evaluation.
  • Academic / Journal Article

Machine learning can identify the sources of heavy metals in agricultural soil: A case study in northern Guangdong Province, China

  • Source : ScienceDirect
  • 1 October 2022
This case study demonstrates how machine learning can effectively identify the sources of heavy metal contamination in agricultural soil, specifically in northern Guangdong Province, China. By analyzing soil composition data, machine learning algorithms can pinpoint the origins of pollutants, enabling targeted remediation efforts. This research offers a powerful tool for environmental management and agricultural sustainability, helping to ensure food safety and protect ecosystems from harmful contaminants.
  • Media Article

Gender Disparity in Data Science and Artificial Intelligence

  • Source : Analytics Insight
  • 1 October 2022
This article discusses the existing gender disparity in the fields of Data Science and Artificial Intelligence. It explores the reasons behind the underrepresentation of women, such as societal biases, lack of mentorship, and limited opportunities. The piece emphasizes the importance of diversity for building better, unbiased algorithms and solving real-world problems effectively. It also highlights initiatives and strategies to bridge this gap, promoting greater inclusivity and participation of women in these critical technological domains.
  • Academic / Journal Article

Employability skills: Profiling data scientists in the digital labour market

  • Source : ScienceDirect (Computers in Human Behavior Reports)
  • 1 October 2022
This academic article focuses on profiling the key employability skills required for data scientists in the evolving digital labor market. It analyzes the specific technical, analytical, and soft skills that are most sought after by employers in the data science field. The paper identifies trends in job advertisements and industry demands, providing insights into the competencies necessary for success. It also discusses how educational institutions and professionals can adapt to ensure a relevant and competitive skill set in this rapidly growing domain.
  • Academic / Journal Article

Data Sciences in Transportation and Transit Systems

  • Source : Frontiers in Future Transportation
  • 1 October 2022
This article delves into the application of data sciences within transportation and transit systems, exploring how data-driven insights are optimizing urban mobility. It covers topics such as traffic prediction, route optimization, public transport efficiency, and smart city planning. The piece highlights the use of machine learning, real-time data analysis, and predictive modeling to enhance operational effectiveness, improve passenger experience, and contribute to sustainable transportation solutions. It underscores the transformative potential of data science in modernizing transit infrastructure.
  • Case Study

Quality Education India DIB

  • Source : Quality Education India
  • 1 September 2022
This case study examines the Quality Education India Development Impact Bond (DIB), an initiative focused on improving educational outcomes in India. It details the structure and implementation of the DIB, outlining how it leverages private capital to fund interventions that aim to enhance the quality of education, particularly for underserved populations. The study highlights the collaborative efforts of various stakeholders, the performance metrics used, and the lessons learned from applying an outcome-based financing model to the education sector.
  • Case Study

World's largest education Development Impact Bond results released: students learn 2.5 times more than those in other schools despite COVID-19*

  • Source : Quality Education India
  • 1 September 2022
This case study announces the results of the Quality Education India Development Impact Bond (DIB), highlighting its significant success despite the COVID-19 pandemic. The DIB enabled students to learn 2.5 times more than their counterparts in other schools, demonstrating the effectiveness of outcomes-based financing in challenging environments. This innovative model prioritizes measurable learning outcomes, incentivizing service providers to adapt and ensure continuous educational progress, contributing to sustainable development in education.
  • Case Study

Social Stock Exchange – A detailed framework issued by SEBI

  • Source : KPMG
  • 1 September 2022
This KPMG report provides a detailed overview of the framework for India’s Social Stock Exchange (SSE) issued by SEBI in 2022. It outlines the minimum requirements for Not-for-Profit Organizations (NPOs) seeking registration or listing, including eligibility criteria, years in existence, ownership disclosure, and minimum fund flows. The framework also addresses For-Profit Social Enterprises (FPSEs) and the issuance of Zero Coupon Zero Principal (ZCZP) instruments, aiming to create a regulated platform for social enterprises to raise capital.
  • Case Study

Green Financing Instruments Report 2020

  • Source : Deutsche Bank
  • 1 September 2022
This report from Deutsche Bank details its green financing instruments and their alignment with sustainable development goals. It provides comprehensive information on the bank’s management of green finance initiatives, including reporting methodologies and impact assessments. The document showcases Deutsche Bank’s commitment to channeling capital towards environmentally beneficial projects, offering transparency on its green bond issuances and the positive contributions to global sustainability efforts.
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