Root Cause Analysis Application for Manufacturing Operations

ROOT CAUSE ANALYSIS

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OVERVIEW

A global dairy manufacturer specializing in milk and high-protein beverage production, operating multiple high-throughput bottling facilities.

THE CHALLENGE

The client faced recurring production inefficiencies and unplanned downtime across critical processing and packaging assets. While large volumes of operational data were available, engineering and maintenance teams lacked a structured and consistent method to:
  • Identify and document root causes of equipment and process failures
  • Leverage historical data to prevent repeat issues
  • Standardize troubleshooting approaches across shifts and sites
  • Enable faster, data-driven decision-making during production events
Root cause analysis was largely manual, inconsistent, and dependent on tribal knowledge, resulting in prolonged downtime, repeated failures, and missed optimization opportunities.

THE SOLUTION

DASH Engineering designed and developed a custom Root Cause Analysis (RCA) application built on the Ignition Perspective platform, tailored specifically for engineering and maintenance workflows. Key components of the solution:
Decision Tree-Based RCA Framework
  • Developed an intuitive, guided workflow allowing users to systematically “decision-tree” through issues
  • Standardized troubleshooting logic across equipment types and failure modes
  • Reduced reliance on individual experience by embedding best practices into the tool
User-Friendly Perspective Interface
  • Designed a responsive, role-based UI accessible across desktop and mobile devices
  • Simplified data entry and analysis for both technical and non-technical users
  • Ensured rapid adoption through intuitive design
Integration with Operational Data
  • Connected to existing SCADA and historian systems to provide real-time and historical context
  • Enabled users to correlate events with process conditions, alarms, and equipment states
Analytics & Continuous Improvement Enablement
  • Captured structured RCA data for reporting and trend analysis
  • Provided insights into recurring failure modes and systemic issues
  • Supported continuous improvement and reliability initiatives
Historical Issue Tracking & Knowledge Base
  • Created a centralized repository of past incidents, root causes, and resolutions
  • Enabled pattern recognition and reuse of proven solutions
  • Improved cross-shift and cross-site knowledge sharing

THE RESULTS

Standardization & Scalability

Established consistent, enterprise-wide approach to root cause analysis and scalable deployment across multiple facilities

Knowledge Retention

Captured institutionalized knowledge into a centralized system and improved onboarding and effectiveness of new engineers and technicians

Operational Efficiency

Reduced mean time to resolution (MTTR) and minimized repeat failures

Data-Driven Decision Making

Transformed raw operational data into actionable insights and empowered teams to make faster, more informed decisions

BUSINESS INTELLIGENCE / MANAGED
REQUIREMENTS / AUTOMATION LAYER / OT NETWORK / OEE / ERP TRANSFORMATION / WMS / QMS / CLOUD ARCHITECTURE / FOOD AND BEVERAGE / CONSUMER PACKAGED GOODS
MES SOLUTIONS / DATA INDUSTRIAL MANAGEMENT / HMI / SCADA SYSTEMS / AUTOMATION AND CONTROLS / ENTERPRISE APPLICATION INTEGRATION / BUSINESS INTELLIGENCE
BUSINESS INTELLIGENCE / MANAGED SERVICES / EMBEDDED ENGINEERING / BUSINESS REPRESENTATIVE / SMART MANUFACTURING CONSULTING / INFRASTRUCTURE / FUNCTIONAL REQUIREMENTS

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