---
title: 'Data Scientist at Hanwha Energy USA'
canonical: 'https://feeny.ai/job/data-scientist-hanwha-energy-usa-houston-fk4afjbxy0f9'
type: 'job'
last_seen: '2026-09-09'
---

# Data Scientist at Hanwha Energy USA

- **Company:** Hanwha Energy USA
- **Location:** Houston, TX
- **Posted:** 2026-08-31
- **Last confirmed live:** 2026-09-09
- **Apply:** https://job-boards.greenhouse.io/hanwhaenergyusa/jobs/4384705009

## Job description

## COMPANY OVERVIEW

Hanwha Energy USA, headquartered in Houston, Texas, is part of the Hanwha Group—a FORTUNE Global 300 company and one of South Korea’s most respected business enterprises. With over a decade of experience delivering high-quality, utility-scale energy projects across North America, Hanwha Energy USA has evolved into a comprehensive energy solutions provider. Our portfolio now spans utility-scale renewables, natural gas generation, retail electricity, and strategic partnerships that power America’s growing data center industry.

Our expertise covers the entire energy value chain from project development and engineering to construction, operations, and maintenance. By integrating advanced technologies, proven processes, and strong partnerships, we deliver reliable, customized solutions that meet the dynamic needs of local energy markets.

Hanwha Energy USA is actively advancing strategic initiatives in natural gas generation and data center development, including hyperscaler solutions on both sides of the meter. We are proud to serve as the parent company of:

Hanwha Renewables – specializing in utility-scale solar and battery energy storage systems (BESS).

Chariot Energy – providing retail electricity services for residential, commercial, and industrial customers in deregulated markets.

## POSITION OVERVIEW

As an integral part of Hanwha Energy USA's Commodities team, the Data Scientist will oversee the entire data science pipeline for wholesale power and gas market applications including price forecasting, congestion analysis, load forecasting, and trading algorithms. This will encompass R&D, model development, pre- and post-model analytics, model deployment, and management of the ML model library. This role will leverage the latest AI/ML modeling techniques to directly impact the company's ability to make informed decisions, optimize operations, mitigate risks, and drive business growth.

The role requires a self-motivated, dedicated, and responsible individual with the ability to perform well under pressure collaboratively with a team of highly analytical and quantitative talent. Along with deep expertise in AI/ML modeling, the candidate should possess a solid understanding of power and gas market fundamentals — with particular emphasis on ERCOT and PJM markets — and emerging trends in wholesale energy.

The position will be based out of the Hanwha Energy USA Houston office, and the ideal candidate will be within commutable distance to the Houston office location.

## RESPONSIBILITIES

- As part of Hanwha Energy USA's Commodities team, this position will play a pivotal role in developing innovative solutions to wholesale power and gas analytical needs — including price forecasting, congestion analysis, and trading algorithms — by applying state-of-the-art machine learning and predictive modeling techniques
- Responsible for coordinating the entire ML life cycle including pre-model analytics, model selection, feature engineering, post model evaluation, and model refinements across power and gas market applications
- Develop, maintain, and continuously improve production-grade forecasting and analytics models for wholesale power and gas markets, with a focus on ERCOT and PJM
- Build and interpret models that capture the key drivers of power and gas price formation — including generation dispatch, transmission congestion, fuel prices, weather, load patterns, and market participant behavior
- Coordinate model deployment efforts including integration into downstream business processes, tracking performance metrics, and maintaining model health in cloud environments
- Develop a comprehensive data visualization layer to enable intuitive understanding of analytical drivers by business stakeholders
- Working closely with the technology team and leveraging vast amounts of proprietary and market data, develop ways to extract business intelligence and actionable insights that can have a meaningful impact on the company's bottom line
- Communicate technical details of the modeling to key stakeholders and partners to drive impact and facilitate decision making

## REQUIRED COMPETENCIES

- Analytical - Proven problem-solving capability with strong analytical skills including statistical analysis.
- Stakeholder Engagement – Understands the importance of seeking out relationships and working with others toward a shared goal.
- Effective Communication - Strong verbal and written communication skills.
- Agility - Demonstrate willingness to modify position as needed to meet the needs of the business.

## REQUIRED QUALIFICATIONS

- Strong technical knowledge in deep learning and time series modeling — including GBM, LSTM, Transformer architectures, CNN, VAE, GAN and GNN — with demonstrated application in power or gas market contexts
- Minimum 3 years (Data Scientist) or 7 years (Senior Data Scientist) of industry experience applying modeling techniques in successful commercial energy applications
- Solid understanding of ERCOT and PJM market fundamentals — including wholesale price formation, transmission congestion, nodal pricing, generation dispatch, and fuel market dynamics
- Understanding of transmission congestion in ERCOT and PJM — including how constraints bind, how congestion propagates across the network, and how shadow prices reflect the cost of binding constraints
- Experience with Large Language Models (LLMs) — including practical application of LLMs for market intelligence, analytical summarization, retrieval-augmented generation (RAG), or workflow automation in a commercial setting
- An advanced degree, preferably Ph.D, in Engineering, Math, Physics, or a related field of study
- Strong problem-solving skills along with the ability to intuitively explain complex technical concepts to business stakeholders
- Strong knowledge in programming (Python, SQL), visualization tools (Plotly, PowerBI), ML packages (PyTorch, TensorFlow) and hyperparameter tuning (Optuna)
- Experience with cloud platforms (Azure or AWS) and MLOps practices — including model deployment, pipeline orchestration, experiment tracking, and model monitoring in production environments
- Proven track record in managing complex projects and leading cross-functional teams
- Excellent interpersonal skills with capability to work collaboratively with technical and non-technical teams
- Eligible to work in the USA for any employer without sponsorship

## PREFERRED QUALIFICATIONS

- Experience with Graph Neural Networks (GNN) or graph-based modeling approaches — a significant differentiator for this role given the team's current AI initiative roadmap
- Direct experience in wholesale power or gas trading environments — understanding of how analytical outputs translate into commercial trading and hedging decisions
- Familiarity with ERCOT-specific datasets — nodal prices, shift factor matrices, constraint shadow prices, bid/offer disclosures, and generation outage feeds
- Experience with production cost modeling software such as DAYZER, PLEXOS, Aurora XMP, or PROMOD
- Familiarity with gas market fundamentals — pipeline flows, basis differentials, storage dynamics, and their interaction with power price formation
- Experience with MLOps tooling — MLflow, Airflow, Kubeflow, Azure ML, or AWS SageMaker — for production model lifecycle management

COMPENSATION: $140,000 - $180,000 salary

Attention external recruitment firms, we will not accept any unsolicited resumes at this time. Please do not contact any internal member of our company to discuss the position or to solicit candidates.

Hanwha Energy USA provides equal employment opportunities (EEO) to all employees and applicants for employment without regard to race, color, religion, sex, national origin, age, disability, or genetics. [Hanwha Energy USA](https://www.hanwhaenergyusa.com/)

## About Hanwha Energy USA

## Company Overview
- **One-liner**: Hanwha Energy USA is the U.S. investment and incubation arm of Hanwha Energy, building a connected portfolio of renewable energy, data center infrastructure, and dispatchable generation businesses across the United States.
- **Entity Type**: Private (wholly owned subsidiary of Hanwha Energy Corporation, part of Hanwha Group)
- **Headquarters**: Houston, Texas, United States
- **Founded**: 2017
- **Founders**: Not publicly available; the company was established as a U.S. subsidiary of Hanwha Energy Corporation

## Core Business
- **Primary industry/industries**: Renewable energy generation (utility-scale solar and battery storage), data center infrastructure development, dispatchable gas power generation, and retail energy supply.
- **Target customers**: Utilities, grid operators, hyperscale and enterprise data center users, industrial and manufacturing facilities, commercial and residential energy consumers, infrastructure investors, and local communities [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/about-us/).
- **Mission or purpose statement**: The company operates without a single explicit mission statement on its web pages, but its vision centers on "advancing energy infrastructure across the United States" by building "innovative, long-term energy solutions that drive a more sustainable future" [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/).

## Products & Services
Hanwha Energy USA operates as a holding and investment platform with several distinct operating companies:
- **[Hanwha Renewables]**: Utility-scale solar and battery energy storage development across the U.S. The company has signed nearly 2 gigawatts (GW) of power purchase agreements and has more than 8 GW of additional projects in its development pipeline [linkedin.com](https://www.linkedin.com/company/hanwhaenergyusa).
- **[Hanwha Data Centers]**: Development of powered land and integrated energy solutions for hyperscale and enterprise data center users, addressing power availability and infrastructure constraints [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/).
- **[Hanwha Gas Power Solutions]**: A dispatchable generation platform offering both behind-the-meter (BTM) and front-of-the-meter (FTM) solutions for grid stability and energy-intensive customers [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/about-us/).
- **[Chariot Energy]**: A retail electricity provider serving residential and commercial consumers in the ERCOT (Texas) and PJM (Northeast/Midwest) deregulated markets, known for creative product structures and award-winning customer care [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/).

## Market Standing
- **Valuation/Market Cap**: Not disclosed (private, wholly owned subsidiary).
- **Key Metric**: Total Funding of **$210 million** (debt financing, announced September 2019) [linkedin.com](https://www.linkedin.com/company/hanwhaenergyusa). The company is backed by the parent, Hanwha Energy, a Fortune Global 500 enterprise.
- **Notable Investors/Partners**: Solely owned by **Hanwha Energy Corporation**, which is a subsidiary of **Hanwha Group**, a Fortune Global 500 conglomerate with decades of leadership in energy, materials, aerospace, and advanced manufacturing [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/about-us/).
- **Growth Signals**: The company has a massive pipeline of over 8 GW of new solar and battery projects, is actively expanding into the data center infrastructure market, and currently lists 12+ active job openings across corporate, finance, legal, strategy, and project development roles [linkedin.com](https://www.linkedin.com/company/hanwhaenergyusa). It has 27,812 LinkedIn followers and employs 163 people (as of Q2 2026).

## Competitive Advantages
- **Integrated Platform Model**: Unlike many pure-play developers, Hanwha Energy USA controls a complete energy ecosystem — generation (solar, gas), storage (batteries), infrastructure (data centers), and retail supply (Chariot Energy) — allowing it to offer end-to-end solutions and capture value across the chain [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/).
- **Parent Company Backing**: Being part of the Fortune Global 500 Hanwha Group provides access to deep capital, global expertise, and a long-term investment horizon that many competitors lack [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/about-us/).
- **Large Development Pipeline**: With nearly 2 GW of PPAs signed and 8+ GW under development, the company has significant scale concentrated in the fast-growing utility solar and storage market [linkedin.com](https://www.linkedin.com/company/hanwhaenergyusa).
- **Grid Reliability Focus**: The addition of the Gas Power Solutions division shows an ability to provide dispatchable, flexible power — a key differentiator in an energy transition landscape where intermittent renewables need reliable backup.

## Strategic Focus
- **U.S. Energy Infrastructure Buildout**: The company is prioritizing the development of powered land and integrated energy solutions for hyperscale data centers, addressing a critical bottleneck in the AI and cloud computing boom [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/).
- **Renewable Energy Expansion**: Continuing to advance its 8+ GW utility-scale solar and BESS pipeline across multiple U.S. markets.
- **Portfolio Integration**: Aligning its operating companies (Renewables, Data Centers, Gas Power, Retail) to create a seamless "plug-and-play" energy ecosystem for large customers [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/about-us/).
- **Talent Acquisition**: Actively recruiting across development, engineering, strategy, finance, legal, and commercial roles to scale the U.S. platform [greenhouse.io](http://job-boards.greenhouse.io/hanwhaenergyusa).

## Why Work Here
- **Mission-Driven Work**: Employees contribute to building America's energy infrastructure, working on projects that directly impact decarbonization, grid reliability, and AI infrastructure — combining "scale with purpose" [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/careers/).
- **Entrepreneurial Culture Within a Global Giant**: The company describes its culture as "deeply hands-on, entrepreneurial, and focused on building energy solutions that last" despite being backed by a Fortune Global 500 parent [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/careers/).
- **Long-Term Stability & Growth**: Hanwha Energy USA explicitly builds "careers and businesses designed to grow over decades, not quarters," suggesting strong job stability and opportunities for internal mobility across its operating companies [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/careers/).
- **Benefits**: Competitive pay, performance-based compensation, annual 401(k) match, health and wellness benefits, PTO and holidays, and learning/development opportunities [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/careers/). Work location is likely Houston, Texas (HQ), with hybrid/office expectations based on the roles posted.
- **Diverse, Portfolio-Wide Career Paths**: Employees can move between renewable development, data center infrastructure, gas power, retail supply, and corporate functions without changing employers [hanwhaenergyusa.com](https://www.hanwhaenergyusa.com/careers/).

## Sources
1. [hanwhaenergyusa.com - Homepage](https://www.hanwhaenergyusa.com/)
2. [hanwhaenergyusa.com - About Us](https://www.hanwhaenergyusa.com/about-us/)
3. [hanwhaenergyusa.com - Careers](https://www.hanwhaenergyusa.com/careers/)
4. [linkedin.com - Hanwha Energy USA Company Page](https://www.linkedin.com/company/hanwhaenergyusa)
5. [greenhouse.io - Hanwha Energy USA Job Board](http://job-boards.greenhouse.io/hanwhaenergyusa)

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