
Abhishikat Soni
Machine Learning & Quantitative Finance | AI Product Manager | Venture Capital | Johns Hopkins Engineering | A Tech guy who knows Business
Updated 7 months ago
2+
Years Experience
5
Roles
49
Skills
2
Education
About
I’m Abhi, a results-driven Business & Data Professional with cross-functional expertise across Product Management, Data Science / Engineering, Business Analysis, Machine Learning, and Consulting. With proven impact at my prior companies, I bring a unique ability to bridge business strategy, product innovation, advanced analytics, and scalable engineering solutions to drive measurable results. I hold a MS Engineering Management[Computer Science], combining technical depth with business acumen. My career spans diverse industries including automotive, mobility, SaaS, AI/ML platforms, and financial services, where I have consistently delivered transformational projects, optimized processes, and scaled technology solutions. 💼 Highlights Spearheaded product roadmaps, market research, and go-to-market strategies, delivering $750K+ annual savings, 30% market share growth, and 40% faster time-to-market at Mercedes-Benz. Built AI-powered forecasting and anomaly detection models with 25% accuracy improvement, 75% fewer false alerts, and $2M+ savings in warranty costs. Designed high-volume ETL/ELT pipelines, streaming systems, and cloud-native architectures processing 1TB+ monthly data, cutting downtime by 30–45% and enabling real-time analytics. Developed C++ algorithmic trading systems, scalable microservices, and MLOps pipelines, enabling low-latency decision-making, secure payments, and AI-driven automation that prevented $20M+ in losses. Delivered process optimization, cost savings ($250K+ yr), and 10–12% revenue growth through analytics-driven recommendations, financial modeling, scenario planning, and strategy workshops for global stakeholders. 🚀 Core Tools Business: Product Management, Business Analysis, Financial Modeling, Strategic Roadmaps, Go-to-Market (GTM), Stakeholder Management, Agile/Scrum, Lean, Design Thinking. Data & Analytics: SQL, Python, R, Tableau, Power BI, Advanced Excel, Statistical Modeling, Forecasting, Data Visualization, KPI Dashboards, Data Quality Frameworks. Data Engineering: Apache Spark, Kafka, Airflow, Hadoop, Snowflake, Databricks, BigQuery, AWS (S3, Redshift, EMR, Glue), GCP (Pub/Sub, Dataflow), Azure Synapse, ETL/ELT, Data Warehousing. Machine Learning/AI: Scikit-learn, TensorFlow, PyTorch, Keras, XGBoost, NLP (spaCy, NLTK, Hugging Face), Generative AI, Recommendation Systems, Predictive Modeling, MLOps, Model Deployment. Software Engineering: C++, Java, Scala, Go, JavaScript, REST APIs, FastAPI, Flask, Microservices, System Design, CI/CD (Jenkins, GitLab CI, GitHub Actions), Docker, Kubernetes, Terraform.
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Experience (5 roles)
Graduate Teaching Assistant
John Hopkins University · Part-time
{"0":{"type":"textComponent","text":"Strategies: Accounting and Finance - Prof. Annette Leps [FALL 2024]\n- Supported students in understanding integrated accounting and finance strategies"}}
Business Intelligence Intern
{"0":{"type":"textComponent","text":"[Private Equity Division]\n• Conducted detailed financial due diligence on potential investment opportunities, analyzing company financial statements and market performance.\n• Developed financial models to assess valuation, forecast growth, and determine potenti...
Product Manager
{"0":{"type":"textComponent","text":"Developed a data-backed product roadmap prioritizing high-impact features aligned with user needs and market trends. By implementing this roadmap, Learnlight achieved a 15% growth in user engagement and a 10% increase in retention within six months, driving susta...
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Education (2)
DTU - Technical University of Denmark
Dec 2023 - Jan 2024
The Johns Hopkins University - Carey Business School
Aug 2023 - May 2025
Skills (49)
Certifications (2)▼
IELTS 8.5/9.0
IELTS Official
Google Cloud Essentials
Qwiklabs
Publications (2)▼
AI Agents 2025: The Year Machines Stepped Up — What’s New, What Matters, and What’s Next
Medium.com
A Survey and High Level Design on Human Activity Recognition
International Journal of Science and Research · Jul 18, 2022
Volunteer Experience (2)▼
Project Manager
Community Dreams Foundation
Jan 2025 - Aug 2025 · 8 mos
Volunteer
BMSCE Phase Shift
Sep 2018 · 1 mo
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