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Karim SouidiKS
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Karim Souidi

@karimsouidi1

Senior Methodologist at Ontario’s Ministry of the Attorney General, building court forecasts and automated performance dashboards.

Canada
Message

At the Ministry of the Attorney General of Ontario, I lead quantitative work on criminal caseload forecasting, court performance monitoring and sentencing disparity research. I designed and productionized a monthly court-receipts forecasting pipeline, and I build automated Power BI dashboards for senior management.

At Legal Aid Ontario, I built a logistic-regression eligibility model that reduced client intake time by about 25% and developed statistical screening to flag anomalous activity for review. I also designed client and service-provider surveys and built forecasting models for budgeting and resource planning.

Through NorthLaw.ai, I design, validate and deploy statistical models of court and tribunal outcomes, with held-out validation and leakage audits. I also teach statistics, experimental design, machine learning and applied data science, drawing on my experience in university teaching and quantitative research.

Experience

Work history, roles, and key accomplishments

MO
Current

Senior Methodologist

Ministry of the Attorney General of Ontario

Apr 2025 - Present (1 year 5 months)

Lead advanced quantitative work on criminal caseload forecasting, Jordan compliance monitoring, jury administration analytics, and sentencing disparity research. Designed and productionized a monthly forecasting pipeline for Ontario Court of Justice criminal receipts.

OO

Senior Research and Data Analyst

Office of Francophone Affairs, Ontario

Jan 2013 - Dec 2013 (11 months)

Produced statistical profiles of Francophones and supported corporate performance measurement.

CC

Senior Researcher, Housing Indicators

Canada Mortgage and Housing Corporation

Jan 2012 - Dec 2013 (1 year 11 months)

Conducted analysis for the Canadian Housing Observer and developed forecasting tools.

HC

Researcher

Human Resources and Skills Development Canada

Jan 2011 - Dec 2012 (1 year 11 months)

Produced statistical reporting on CPP Disability program data and performed data-quality analysis.

SC

Analyst, Income Statistics Division

Statistics Canada

Jan 2011 - Dec 2011 (11 months)

Co-authored a report on family income inequality and improved disparity measures.

Education

Degrees, certifications, and relevant coursework

DA

Data Science Council of America

Senior Data Scientist Certification, Data Science

Senior Data Scientist Certification from the Data Science Council of America.

University of California, Berkeley logoUB

University of California, Berkeley

Fulbright Scholar, Quantitative Methods

Fulbright Scholar, doctoral-level research at the University of California, Berkeley.

UT

University of Tunis

Doctoral Studies, Quantitative Methods

Doctoral studies in Quantitative Methods; M.Sc. Econometrics and Mathematical Economics; B.Sc. Applied Quantitative Methods from the University of Tunis.

UT

University of Tunis

Master of Science, Econometrics and Mathematical Economics

M.Sc. in Econometrics and Mathematical Economics from the University of Tunis.

UT

University of Tunis

Bachelor of Science, Applied Quantitative Methods

B.Sc. in Applied Quantitative Methods from the University of Tunis.

Ryerson University logoRU

Ryerson University

Certificate in Data Analytics, Big Data and Predictive Analytics, Data Analytics

Certificate in Data Analytics, Big Data and Predictive Analytics from Ryerson University.

Tech stack

Software and tools used professionally

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