1. Co-led modelling and scenario analysis, studying private-public datasets and undertaking empirical and theoretical analysis to examine labour market outcomes, skill gaps and productivity trends.2. Developed and implemented a green economy transition project deriving a novel ordinal index and undertook impact analysis addressing labour market implications of the transition.3. Authored technical reports, research backgrounders, and decks, presenting complex inferences to stakeholders.4. Wrote code in R (and Python) to clean, organize and prepare data for downstream analysis and generated visual and numeric analyses (e.g., correlations, regressions).

1. Authored a report outlining global economic conditions, present and future FDI ecosystems, and Canada's economic conditions and profile in light of increased investments, federal priorities, and the dominant FDI landscape.2. Formulated a value added (GVA)-based impact methodology and analyzed the role of city regions in attracting foreign investments, creating a comprehensive quantitative and qualitative dashboard customized for individual cities.3. Adopted economic reasoning and novel techniques to identify a detailed set of performance indicators and created a database for analysis using Statistics Canada and OECD data products information.

1. Authored write-ups and engaged in technical editing to support writing in economics and finance.2. Supported modules in economics, finance, and management to assist with students’ learning and with the dissemination of products.

1. Undertook literature review and drafted a report highlighting financial aid in developing countries.2. Created a knowledge platform on financial cooperation and structured data against pre-defined markers.

1. Supported high-impact projects in collaboration, such as the University of Southern California and the Asia Foundation, focused on topics including urban development and inclusive growth; working on proposals, budgets, and drafting research backgrounders.2. Monitored economic variables and utilized techniques, including cross-sectional and time series modelling, to forecast trends and author reports on domestic economic developments, global investments and trade patterns.3. Worked with a government committee on mobilizing resources for transit infrastructure, including cost-benefit analysis, developing and analyzing transactions' datasets using national accounts, budget and multilateral banks' data.4. Engaged in background studies, including modelling factors of economic growth, evolving labour market outcomes, bank restructuring, environment and air pollution, fundraising and investment resource mobilization for public infrastructure projects, and community schemes (socio-economic scans).

1. Analyzed private equity firms and funds operating out of North America and Europe, and authored brief reports to be posted on the digital platform and shared with clients.2. Researched financials and business background of listed companies using company websites, Factiva, Nexus, Annual report (SEC filings), Capital IQ platform, and Interactive Corp.3. Validated company’s capital structure sourced from vendors (SEC, SEDAR, RNS) and stock exchanges.

1. Researched and analyzed data to prepare reports on the use of land, investments, and fundraising options for infrastructure projects.2. Assisted with preparation of financial reports and spreadsheets.