RR-12 RR-12-05-02 — Data Platform, Analytics and ML

This process involves the collection, analysis, and utilization of data from various systems to enhance operational efficiency and safety in a US Class I freight railroad. It focuses on integrating real-time data from dispatching, terminal operations, and equipment health management systems to optimize train schedules, reduce dwell times, and ensure compliance with regulatory standards.

🗺 BPMN Process Flow

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📋 Process Attributes

Process ID	RR-12-05-02
Domain Family	CORPORATE
L1 Domain	Technology, Data & Cybersecurity
L2 Process Group	Data Platform, Analytics and ML
Trigger	Daily operational start-up or detection of an anomaly in the system
Outcome	Optimized train schedules, reduced terminal dwell times, enhanced safety through real-time monitoring, and improved decision-making based on data analytics.
Systems	NetControl I-ETMS Cybersecurity — 'secure-by-design' approach (unbranded)
Regulatory Hooks	49 CFR Part 232 GCOR 6.28

📋 L4 Process Steps

Step	Name	Role	System	Input	Output	KPI	Pain Point / Risk	Decision?	Exception?
1.1	Data Collection Initiation	CIO	NetControl	System logs, sensor data	Collected data	Data collection rate above 95%	Inconsistent data quality from various sources	N	N
1.2	Data Integration and Cleaning	Enterprise Architect / Platform Owner	NetControl, I-ETMS	Collected data	Cleaned and integrated data	Data integration accuracy above 98%	Handling missing or corrupted data	N	Y
1.3	Anomaly Detection	Train Dispatcher	NetControl, I-ETMS	Cleaned and integrated data	Anomaly report	Anomaly detection rate above 90%	False positives leading to unnecessary investigations	Y	Y
1.4	Root Cause Analysis	Service Design / Network Planning Analyst	NetControl, I-ETMS	Anomaly report	Root cause analysis report	Root cause identification within 24 hours of detection	Complexity in identifying root causes across multiple systems	Y	N
1.5	Action Plan Development	VP Network Planning & Operations	NetControl, I-ETMS	Root cause analysis report	Action plan	Action plan implementation rate above 95%	Resource allocation and prioritization of actions	Y	N
1.6	Action Plan Execution	Train Dispatcher, Control Operator	NetControl, I-ETMS	Action plan	Execution report	Action plan execution rate above 90%	Coordination across multiple departments and systems	N	Y
1.7	Performance Monitoring	Enterprise Architect / Platform Owner	NetControl, I-ETMS	Execution report	Performance metrics	KPIs met above 85%	Continuous monitoring of performance against KPIs	Y	N
1.8	Feedback Loop	CIO	NetControl, I-ETMS	Performance metrics	Feedback report	Feedback loop completion rate above 90%	Ensuring feedback is actionable and integrated into future processes	N	Y
1.9	Continuous Improvement	Enterprise Architect / Platform Owner	NetControl, I-ETMS	Feedback report	Improved process documentation	Process improvement rate above 80%	Balancing continuous improvement with operational stability	Y	N
1.10	Regulatory Compliance Check	Chief Dispatcher	NetControl, I-ETMS	Process documentation	Compliance report	Regulatory compliance rate above 98%	Ensuring all regulatory requirements are met	Y	N
1.11	Security Audit	CIO	Cybersecurity — 'secure-by-design' approach (unbranded)	Process documentation	Security audit report	Security incident rate below 1 per million train movements	Protecting sensitive data and ensuring system security	Y	N
1.12	Final Review and Reporting	Chairman, President and CEO (plan sponsor level)	NetControl, I-ETMS	Compliance report, security audit report	Final report to stakeholders	Stakeholder satisfaction rate above 90%	Communicating complex data insights to non-technical stakeholders	N	Y

📊 KPIs & Risk Register

KPIs

Data collection rate above 95% Data integration accuracy above 98% Anomaly detection rate above 90% Root cause identification within 24 hours of detection Action plan implementation rate above 95% Action plan execution rate above 90% KPIs met above 85% Feedback loop completion rate above 90% Process improvement rate above 80% Regulatory compliance rate above 98% Security incident rate below 1 per million train movements Stakeholder satisfaction rate above 90%

Key Risks

Data quality issues leading to inaccurate analysis Inefficient anomaly detection and response times Resource constraints affecting action plan execution Regulatory non-compliance due to process errors Security breaches compromising sensitive data

Swim Lanes

CIO · 1.1, 1.8, 1.11, 1.12 Enterprise Architect / Platform Owner · 1.2, 1.7, 1.9 Train Dispatcher · 1.3, 1.6 Service Design / Network Planning Analyst · 1.4 VP Network Planning & Operations · 1.5 Control Operator · 1.6

Independently compiled from public sources. Not affiliated with, sponsored by, or endorsed by Union Pacific or any other railroad. Illustrative of US Class I practice; every system, regulation, role and metric named here traces to a sourced entry in registries/.