My expertise includes: • Generative AI, LLMs, and RAG Applications • Recommender Systems & Personalization Engines • Machine Learning & Predictive Analytics • Computer Vision & Geospatial Analytics • MLOps, Cloud Deployment, and Data Platforms

aryanto

My expertise includes: • Generative AI, LLMs, and RAG Applications • Recommender Systems & Personalization Engines • Machine Learning & Predictive Analytics • Computer Vision & Geospatial Analytics • MLOps, Cloud Deployment, and Data Platforms

Available to hire

My expertise includes:
• Generative AI, LLMs, and RAG Applications
• Recommender Systems & Personalization Engines
• Machine Learning & Predictive Analytics
• Computer Vision & Geospatial Analytics
• MLOps, Cloud Deployment, and Data Platforms

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
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Language

English
Fluent
Indonesian
Fluent

Work Experience

Data Science Manager at Merkle-Dentsu Indonesia
March 1, 2022 - Present
Managed a remote 15-member data science and analyst team delivering production-grade, end-to-end cross-functional AI solutions for automotive, telecom, banking, insurance, and e-commerce clients. Engineered cross-sell/upsell and revenue growth models using Learning-to-Rank and TwoTower approaches, and built behavioral scoring for revenue growth. Built an LLM-powered RAG chatbot with Gemini and Dialogflow on GCP. Optimized customer data platforms into curated “gold layer” datasets on BigQuery, and designed MT A models in Looker for customer journey insights. Mentored team members and drove strategic analytics initiatives with business partners.
Sr. Data Scientist at Sinar Mas
November 1, 2019 - March 1, 2022
Advanced from Data Scientist to Sr. Data Scientist over ~3 years, leading AI initiatives across forestry, supply chain, and marketing. Spearheaded deep learning for remote sensing tasks including tree recognition, flood detection, weed classification, plant health monitoring, and blank-spot identification to deliver operational intelligence for large-scale plantation management. Engineered ML models for ROI estimation, user targeting, community macro-control, and sales forecasting. Applied consumer behavior analytics and experimental analysis to refine product and recommendation strategies, and managed end-to-end ETL, feature engineering, and hyperparameter tuning using Python, R, Spark, and SQL while upgrading legacy systems into production-grade mobile apps and dashboards.
Data Scientist at GSMA International
June 1, 2017 - November 1, 2019
Deployed end-to-end managed survey data workflows for a GSMA electrification project in Sumba. Built and validated ODK forms, cleaned and validated incoming data, performed statistical analysis, created visualizations, and engineered predictive features. Applied machine learning to model household income and expenditures. Delivered clear insights and reports to researchers and program stakeholders.
Data Analyst at Electric Vinee Industries
July 1, 2016 - June 1, 2017
Designed and maintained large-scale MySQL databases ensuring data accuracy and analytical readiness for enterprise decision-making. Built interactive dashboards using Power BI and Looker Studio for real-time monitoring and KPI reporting. Analyzed customer behavior patterns with Tableau and Excel to extract actionable insights influencing marketing and product strategies. Developed predictive and descriptive ML models in Python and R tailored to survey-based assessment needs. Presented complex findings to cross-functional stakeholders, translating data into clear business recommendations. Automated manual reporting workflows to reduce turnaround time and published professional technical documentation using LaTeX to ensure knowledge consistency across the team.
Data Analyst at Bolttech.io (formerly AmTrust Mobile Solutions)
August 1, 2015 - July 1, 2016
Applied sampling, causal analysis, and time series modeling to mine CRM data for an insurance tech firm. Analyzed customer behavior to optimize product development and marketing. Produced daily/weekly/monthly/annual KPI reports. Used Python and R to deliver data-driven recommendations that streamlined claims, improved customer satisfaction, and accelerated decision-making. Supported reporting and analytics cadence for ongoing business operations.
Data Analyst at PT Lapindo Brantas (TPH ITB)
August 1, 2014 - August 1, 2015
Built predictive models for Chevron’s soil remediation, estimating excavation volumes and identifying high-risk TPH zones. Validated models against field data and implemented simulation tools to reduce over-excavation costs while ensuring regulatory compliance.

Education

Master of Science at Bandung Institute of Technology (Institut Teknologi Bandung)
January 1, 2019 - January 1, 2022

Qualifications

Examination A70: Modeling and Risk Theory
January 1, 2017 - January 1, 2017
Examination A50: Statistical Methods
January 1, 2017 - January 1, 2017
Examination A20: Probability and Statistics
January 1, 2017 - January 1, 2017
Examination A60: Actuarial Mathematics
January 1, 2017 - January 1, 2017

Industry Experience

Financial Services, Telecommunications, Manufacturing, Professional Services, Software & Internet, Agriculture & Mining, Other