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Marina Visintini

Strategy & Innovation

Data & Research

Social Impact & Community Development

Data Science, Innovation &
Sustainable Development

CV

I am a data scientist and emerging social science researcher exploring how innovation, technology, and policy contribute to achieving sustainable development. I was born in Italy in 1990. Since then, I have been living in several countries - Germany, Australia, Taiwan, Sweden and the US.

I see my ability to blend disciplines as my strongest asset. As an entrepreneurial and driven person, I enjoy being surrounded by people who stimulate me. I believe attitude is key, and that vision and commitment can bring you further than any skill.

Essays, Issue Briefs and Policy Insights

Advancing Bioethanol and Biodiesel Production in Kenya: Challenges and Opportunities (2024)

This essay examines the history, current state, and future prospects of bioethanol and biodiesel production in Kenya, with a focus on their production processes, usage, and policy frameworks. Bioethanol and biodiesel are Kenya's main liquid biofuels, offering opportunities for energy sustainability and economic growth. These industries have very different histories and value chains, yet face similar challenges in their development. Kenya's National Innovation System (NIS) for biofuels is fragmented, characterized by weak linkages between research institutions, industry, and policymakers. This fragmentation limits the accumulation, adaptation and diffusion of technology to local contexts and raises concerns about knowledge appropriability, particularly in biodiesel, where foreign firms dominate the value chain. Similarly, the bioethanol industry suffers from inefficiencies in process innovation and constrained industrial capacity within domestic sugar mills. To address these structural bottlenecks, more strategic policies are required. These should focus on strengthening the industry across the entire value chain, encouraging knowledge transfer between institutional and industrial players, and fostering collaboration among fragmented firms to build a cohesive and sustainable innovation system. By adopting this approach, Kenya can unlock the full potential of its biofuel sector and drive sustainable economic growth.

Sustainability, International Development

Building on the Past: National Climate Change Response White Paper Implementation Lessons for the Climate Change Act (2024)

South Africa’s evolution from the National Climate Change Response White Paper (NCCRWP) to the Climate Change Act (CCA) highlights the challenges of implementing climate policy in a decentralized governance context. While the NCCRWP laid a strong foundation, its execution was hindered by fragmented governance, resource constraints, and limited local administrative capacity. The CCA builds on this framework, targeting net-zero emissions by 2050, but must address the NCCRWP's shortcomings in coordination, policy clarity, and stakeholder engagement. This study employs a hybrid policy framework to explore these challenges and provides actionable insights for achieving effective climate governance and sustainable outcomes.

Policy, Climate Change

What action, if any, should the Government of Madagascar take to improve the livelihoods of green vanilla farmers? (2024)

This policy memo addresses the persistent poverty among Madagascar's vanilla farmers. The problem is brought about by a complex value chain where intermediaries capture most of the income, leaving farmers with only a small fraction. To tackle these challenges, the memo evaluates three policy options: maintaining the status quo, facilitating market access through a digital platform, and imposing a targeted tax on intermediaries. The recommended solution is to implement a digital marketplace that would provide farmers with direct access to market information, reduce reliance on intermediaries, and increase their share of market returns. Even though there are tradeoffs, this policy offers a viable

alternative to the ineffective status quo, with the potential to significantly improve the livelihoods of Madagascar's vanilla farmers by enhancing transparency, reducing poverty, and promoting equity in the value chain.

International Development

Design dilemmas in blockchain solutions for international aid and development (2022)

The decentralized, transparent and traceable nature blockchain technologies makes them good candidates to tackle some of the challenges in the international aid and development sector. Using the design dilemmas model by Cila and co-authors (2020) I aim to assess how current blockchain applications perform in terms of achieving truly decentralized design, operations, and governance.

Technology, Innovation

REDD+ and Scalar Configurations: A Political Ecology Perspective (2024)

The REDD+ framework (which stands for Reducing Emissions from Deforestation and forest Degradation, with “+” indicating additional activities related to forest preservation) was introduced as part of the Paris Agreement of the United Nations Climate Change Conference and was adopted in Warsaw in 2013. The main actors in REDD+ encompass a broad range of stakeholders: international organizations such as the United Nations and the World Bank provide frameworks for initiatives; National governments play a critical role in implementing REDD+ policies (through local governments) and integrating them into their development plans. Local communities are essential for on-the-ground execution, and even communities not actively involved in REDD+ activities must be recognized as important stakeholders in decision-making processes to ensure their rights and interests are respected. Given this international scope and multi-level complexity, the establishment of REDD+ has set the foundation for the creation of new scalar configurations in the governance of forests. Understanding such scales is essential to understanding its functioning. In my analysis, I draw inspiration from REDD+ studies in Indonesia by Hein (2019), in Costa Rica by Wallbott and Florian-Rivero (2018), and in the Amazon by Aguilar-Støen (2017) to analyse these configurations.

Sustainability, Political Ecology, Policy

Exploratory Reports and Notes

Investigating Happiness (2022)

Happiness data has historically been measured through self reporting. The most comprehensive data source for self reported happiness is the World Happiness Report (WHR), an annual report on human wellbeing around the world.The WHR mainly gets its stats from a Gallup poll of 1,000 people in each country. It publishes annual country rankings, and has popularised the idea of ‘Gross National Happiness’. We wondered: do people tell the truth about happiness when they are being surveyed? For this reason, we decided to compare happiness survey results and social expression data from Twitter.

Data Science, Data Visualization

Effect of lockdowns on domestic fall injuries in Scotland (2022)

In 2020, domestic falls were the leading cause of hospital admissions among unintentional injuries in Scotland. When the Covid19 pandemic hit, many people between the age of 5 and 65 found themselves spending increasing amounts of time at home, as home schooling and remote work were imposed by the circumstances. Did this phenomenon affect the amount of injuries occurring at home? This report aims to explore data about domestic falls and compare data by looking at historical data. Furthermore, I will investigate the performance of different Scottish Health Boards in providing care to patients admitted following a domestic fall injury.

Data Science

Impact of Forest Concessions on Planetary Health in Gabon (2023)

Gabon is often portrayed as an example on how to preserve the rainforest. However, mining concessions are a threat to planetary health.

Data Science, Sustainability

The case for a hybrid recommender system for restaurants (2022)

This essay explores the world of online restaurant ratings and reviews. The advent of the social web has increased the amount and importance of user generated reviews. However, authors are anonymous, which generates issues of credibility and relevance, and in turn, can cause negative experiences and have negative externalities for both business owners and customers. My hypothesis is that introducing hybrid recommender system that is based not only on the reviews themselves, but on other data sources, will increase the credibility and relevance of reviews. First, I examine existing work that supports the hypothesis. Then a proposal on the type of recommender system to build, then examine its acceptance and possible limitations.

Technology

Data Science Projects

Stock Market prices cannot be predicted - but how close can we get? (2023)

What machine learning model is best suited to attempt to predict stock market performance from historical data? (This is an experimental, hypothetical project).

Data Science, Machine Learning

Are weather and happiness correlated? (2022)

In this short project, I attempt clustering weather stations in the UK, and experiment with localized happiness data.

Data Science, Clustering, Classification

Social Innovation Projects

How can technology help address appraisal bias in the US? (2023)

I led research on how Artificial Intelligence can be imployed to address the issue of home appraisal bias in the United States.

Social Impact

Fundraising for the reintegration of Children Soldiers (2018)

Through NGO Action10, I had the opportunity to collaborate with the Development of Former Child Soldiers (IDEFOCS) in Liberia, focusing on the reintegration of child soldiers. Unable to overcome the challenges of reintegration through trauma counseling alone, we engaged in structure and process innovation by instituting a Botanical Reintegration Village. This initiative was designed to provide essential skills for social reintegration, such as agricultural practices, in a safe and supportive environment.

Social Impact, Social Development

Supporting language learning in Nigeria (2019)

Through NGO Action10, I had the opportunity to collaborate with a social venture called SpellAfrica in Nigeria, which aimed to teach English to individuals to

improve their chances at finding employment. I supported them with business model innovation to ensure the program's sustainability, considering the financial constraints of the participants who could not afford tuition or supplies.

Social Impact, Education

Bridging the digital divide for elder remote workers (2021)

I led a "Future of Work" market and consumer qualitative research project, addressing the digital divide among aging remote workers. Thanks to the insights generated, this initiative culminated in the development and launch of an enterprise digital product to bridge the digital divide.

Social Impact, Technology

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