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Smruti Singh

Mid-level Implementation Engineer specializing in enterprise integrations and IAM/PAM

University of Illinois FoundationUniversity of Illinois Urbana-ChampaignChampaign, IL4 Years ExperienceMid Level

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About

Data/ML engineer with end-to-end ownership of donor-data deployments for a university foundation, delivering major performance and data-quality gains (500K+ records; 24h to 6h processing; duplicates 5% to 1%). Has put an LLM-assisted enrichment workflow into production with retrieval-grounded business rules, versioned outputs for traceability, and strong operational rigor around validation, logging, and CI/CD.

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Key Strengths

  • Owned end-to-end customer deployment from discovery through post-launch stabilization
  • Built parallelized Python data pipeline processing 500K+ records
  • Reduced donor list generation time from ~24 hours to ~6 hours
  • Improved data quality by reducing duplicate records from ~5% to ~1% via validation layers
  • Bridged technical and non-technical stakeholders; communicated tradeoffs and progress
  • Designed production workflow combining rule-based validation with LLM enrichment and retrieval grounding
  • Implemented versioning/traceability for model outputs and pipeline results
  • Debugged and remediated production integration incident (malformed JSON); added schema validation, logging, and CI/CD tests to prevent recurrence
  • Designed robust ingestion patterns for messy inputs (normalization, controlled enrichment, fallback handling)

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Experience

Implementation EngineerUniversity of Illinois Foundation · May 2025 – Present
Implementation EngineerArcon Tech Solutions · Jun 2022 – Jun 2024

Education

University of Illinois Urbana-Champaignmaster, Information Management (2026)
University of Mumbaibachelor, Information Technology (2022)

Skills

REST APIsAPI IntegrationPostmanETL PipelinesSQLMicrosoft ExcelAmazon S3OAuth 2.0CI/CDLoad BalancingHigh AvailabilityLinuxUnixPythonBash

Languages

English

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EngineeringREST APIAPI IntegrationJSONPostman

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Typically responds within 24 hours

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Smruti SinghMid-level Implementation Engineer specializing in enterprise integrations and IAM/PAM
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