Operations Execution运营执行
Current Gofo station work grounds my analytics in real operational constraints, handoffs, and daily performance needs.Gofo 站点工作让我从真实运营约束、交接流程与日常绩效需求出发做分析。
Operations Analytics Portfolio
Xinhui Luo
Station Operations Specialist at Gofo, applying data science, machine learning, and visual analytics to practical operating decisions. Gofo 站点运营专员，将数据科学、机器学习与可视分析应用于实际运营决策。
About
Turning operational complexity into usable decisions.将复杂运营问题转化为可执行决策。
I am a Station Operations Specialist at Gofo with hands-on experience in Python, SQL, Snowflake, machine learning, GIS, and visual analytics. My work connects day-to-day station operations with analytical thinking, spanning logistics workflows, energy systems, public safety, financial operations, and interactive dashboards.
我目前在 Gofo 担任站点运营专员，具备 Python、SQL、Snowflake、机器学习、GIS 与可视分析实践经验。我的工作连接一线站点运营与数据分析思维，项目覆盖物流流程、能源系统、公共安全、金融运营和交互式仪表盘。
Decision Analytics决策分析
Projects translate models, spatial data, and dashboards into recommendations people can act on.项目将模型、空间数据与仪表盘转化为可以行动的建议。
Technical Stack技术栈
Python, SQL, Snowflake, Tableau, GIS, machine learning, and AI apps for analysis and workflow support.使用 Python、SQL、Snowflake、Tableau、GIS、机器学习与 AI 应用支持分析和流程优化。
Featured Work
Selected case studies with decision impact.具有决策价值的精选案例。
Spatial model
Dec. 2025
Mapping Suitable Onshore Wind Farm Locations in Essex County
Mapped candidate wind farm locations by combining spatial constraints, suitability modeling, and clear story-map communication for planning review.
Problem Site selection needs defensible spatial tradeoffs.
Approach Weighted GIS suitability layers and map storytelling.
Result Ranked development areas for faster policy review.
ArcGIS ProSpatial AnalysisStory Maps
Urban resilience
April - June 2025
FireScape
Built a data-driven recommendation workflow for fire-resilient tree planting in Los Angeles, connecting risk data to practical urban design choices.
Problem Wildfire risk makes tree selection more complex.
Approach Joined environmental, species, and suitability signals.
Result Produced a practical planting strategy for resilient urban design.
PythonGISSustainability
Project Library
Mini case studies across analytics, ML, and visual systems.涵盖分析、机器学习与可视系统的项目案例。
Regression
Nov. 2025
Energy Curtailment Analysis
Modeled curtailment patterns to clarify renewable energy grid integration tradeoffs and support policy-ready analysis.
ResultPolicy memo-ready insights
RegressionPythonEnergy
NLP
April - May 2025
News Bias Detection System
Designed an NLP workflow to detect and compare bias signals across article text for more transparent content review.
ResultBias patterns surfaced for review
NLPMachine LearningPython
Dashboard
Feb - March 2025
Student Placement Analysis
Created an interactive system for predicting and visualizing student placement outcomes so users could compare drivers quickly.
ResultPlacement outcomes made explorable
VisualizationModelingUX
Visual study
August - Sep 2024
Color Dynamics of Shot Marilyns
Studied visual variation and perception in Warhol's iconic artwork through analytical comparison.
ResultColor variation made interpretable
Visual AnalyticsArt DataResearch
Statistics
May 2023
Heart Disease Dataset Analysis
Used statistical analysis to identify risk-factor patterns in heart disease data.
ResultRisk factors translated into findings
StatisticsHealthcareR
Modeling
February 2023
Logistic Regression Optimization
Compared optimization techniques for logistic regression with attention to convergence behavior.
ResultTradeoffs clarified across methods
OptimizationMLStatistics
Timeline
Operations, education, internships, research, and leadership in one arc.运营、教育、实习、研究与领导经历时间线。
Gofo
Station Operations Specialist supporting site execution, daily coordination, and operations improvement with a data-informed mindset.
Peti
AI Prompt Engineer Intern working across evaluation, prompt iteration, and structured AI workflows.
Tufts University
MS in Data Science with coursework in machine learning, big data, HCI, GIS, and visual analytics.
Digital Jinhua Technology Operation
Data Development Engineer Intern supporting data engineering and analytics workflows.
Industrial and Commercial Bank of China
Planning and Financial Department Intern connecting financial operations with structured data analysis.
Research and Project Leadership
Led and contributed to applied analytics projects across GIS, NLP, visual analytics, sustainability, and statistical modeling.
Zhejiang Yingyang Asset Management
Quantitative Researcher Intern exploring financial signals and analytical research methods.
UC Davis
BS in Statistics, Data Science track, with foundations in regression, time series, statistical learning, and computing.
Toolkit
Tools I use to move from data to decision.从数据到决策的工具栈。
Python
Snowflake
SQL
Tableau
Machine Learning
ArcGIS Pro
AI Apps
Contact