Data and AI Engineer
Prophecy Technologies
The Data and AI Engineer will develop data, analytics, and artificial-intelligence solutions to help engineering teams identify trends, investigate product issues, improve decision-making, and accelerate technical problem solving. This role combines data engineering, statistical analysis, machine learning, software development, and technical communication, working with engineering and business stakeholders to transform complex, multi-source information into reliable datasets, useful analytical models, and clear technical insights.
Key Responsibilities:
- Collect, integrate, and organize structured and unstructured data from approved enterprise sources.
- Build repeatable workflows for data ingestion, transformation, validation, and quality monitoring.
- Clean, normalize, and prepare data for analytics, reporting, and machine-learning applications.
- Identify missing, inconsistent, duplicated, or anomalous records and document their impact.
- Maintain data lineage, version control, documentation, and reproducibility across analytical workflows.
- Apply statistical analysis, correlation techniques, and machine-learning methods to identify meaningful patterns and trends.
- Develop, test, and evaluate supervised, unsupervised, and hybrid analytical approaches.
- Define appropriate metrics and validation methods for model and workflow performance.
- Investigate false positives, false negatives, data-quality issues, model drift, and other analytical risks.
- Support the development of AI-enabled applications that combine data with approved technical or business knowledge.
- Evaluate large-language-model, retrieval, search, summarization, and knowledge-representation approaches where appropriate.
- Design prompts, evaluation criteria, and validation processes for AI-generated outputs.
- Improve the traceability, consistency, accuracy, and usability of AI-assisted results.
- Apply responsible-AI practices, including human review, access controls, data protection, and transparent documentation.
- Collaborate with software and platform engineers to move prototypes toward maintainable solutions.
Required Skills:
- 8+ years of experience working with Engineering Data, Analytics, and Artificial Intelligence.
- Experience in automotive, manufacturing, mobility, product engineering, quality, reliability, or operations analytics.
- Experience with telemetry, diagnostic, test, warranty, manufacturing, or other engineering-related data.
- Experience with cloud data platforms, distributed processing, or orchestration tools.
- Experience with large-language models, retrieval-augmented generation, embeddings, vector search, or knowledge graphs.
- Experience processing technical documents, source code, diagrams, or other semi-structured content.
- Experience developing dashboards, web applications, or self-service analytical tools.
- Experience with automated testing, CI/CD, data-quality frameworks, or model-regression suites.
- Professional experience with Python or another programming language used for data and analytics.
- Strong SQL skills and experience working with relational or analytical data platforms.
- Experience cleaning, transforming, joining, validating, and analyzing data from multiple sources.
- Familiarity with statistical methods, machine-learning concepts, and model evaluation.
- Experience with APIs, notebooks, cloud platforms, data pipelines, or analytical applications.
- Ability to understand technical documentation and collaborate with subject-matter experts.
- Strong written and verbal communication skills.
- Ability to work independently while contributing effectively to a cross-functional team.
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