Webinar: Bridging IT–OT Gaps: OT-Led Data Transformation in Action

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Unlocking the Power of Data Transformation: Preparing for Operational Success

Introduction

Did you know that 80% of industrial data goes unused? While organizations collect vast amounts of data from equipment, sensors, and systems, much of it remains fragmented, siloed, or unstructured—rendering it useless for decision-making. 

The problem isn’t the data itself; it’s the lack of strategy to harness its value. Without transformation, raw data can’t support operational goals, enable advanced analytics, or drive innovation. 

In this article, we’ll explore why data transformation is the foundation of operational success, the cost of neglecting it, and actionable steps to turn your data into a strategic advantage. 

What Is Data Transformation, and Why Does It Matter?

At its core, data transformation is the process of converting raw, unstructured, and siloed data into organized, actionable insights. This includes steps like standardization, schema mapping, data enrichment, and integrating diverse sources into a unified system. 

For industrial operations, data transformation isn’t just an IT initiative—it’s the key to achieving greater efficiency, reducing downtime, and supporting decision-making at every level of the organization. 

Three Key Outcomes of Data Transformation:

Failing to address these barriers can have widespread consequences:

  • Improved Decision-Making: A single source of truth ensures teams make decisions based on accurate, real-time insights.

  • Operational Efficiency: With integrated and clean data, workflows are streamlined, reducing delays and redundancies.

  • Future-Readiness: High-quality data becomes the backbone for advanced technologies like AI, predictive analytics, and IoT.

Without data transformation, organizations risk operating in the dark, relying on outdated or incomplete information that undermines efficiency and innovation.

The Cost of Inaction

Organizations that fail to prioritize data transformation face hidden but significant costs. Here are three of the most critical impacts:

1. Operational Downtime

Inconsistent or siloed data often causes delays in identifying and addressing operational issues. For example: 

  • Maintenance teams struggle to predict equipment failures due to incomplete data from disparate systems. 

  • Decisions are delayed because teams waste time searching for the right information. 

The result? $260,000 per hour in downtime costs for the average industrial organization, according to the Aberdeen Group. 

2. Missed Insights

Raw data can contain valuable patterns and trends that remain invisible without proper analysis. 

  • Siloed systems prevent organizations from seeing the bigger picture, such as operational inefficiencies or opportunities for cost savings. 

  • Leaders often rely on intuition rather than data-driven insights, leading to suboptimal decisions. 

3. Falling Behind Competitors

As technologies like AI and IoT become standard in the industry, organizations with poor data systems will struggle to adopt these tools. Falling behind in digital transformation not only limits current capabilities but also erodes competitive advantage.

How to Build a Data Transformation Strategy

Successful data transformation doesn’t happen by accident. It requires a strategic, phased approach that aligns with your organization’s goals.

Step 1: Conduct a Data Readiness Assessment

Before diving into transformation, evaluate your current state of data systems and processes. Ask: 

  • What types of data are being collected, and where? 

  • Are there gaps or inconsistencies in data quality? 

  • Which teams and systems are working in silos? 

A readiness assessment identifies gaps and prioritizes areas for improvement. 

Step 2: Standardize and Clean Your Data

Unstructured data is a common challenge in industrial environments, where information comes from multiple systems and devices. To ensure consistency: 

  • Define a unified schema for all incoming data. 

  • Automate data cleaning processes to handle errors, duplicates, and missing values. 

  • Establish governance policies to ensure ongoing data quality. 

Step 3: Integrate and Centralize Data

Integration is the cornerstone of transformation. Bringing siloed data into a centralized platform creates a single source of truth for all teams. Key actions include: 

  • Using APIs and ETL tools to connect disparate systems. 

  • Implementing real-time data synchronization to ensure updates are immediately reflected across the organization. 

  • Leveraging data lakes or warehouses for scalable storage and access. 

Step 4: Leverage Automation and Advanced Analytics

With clean, integrated data, organizations can automate manual workflows and unlock advanced capabilities like: 

  • Predictive maintenance to reduce downtime. 

  • Real-time operational dashboards for improved visibility. 

  • Advanced analytics to optimize supply chains and resource allocation.

Step 5: Foster Collaboration Across Teams

Data transformation is not just an IT project—it requires collaboration between operations, leadership, and technical teams. Encourage communication and align goals across departments to ensure adoption and success. 

Overcoming Common Barriers to Data Transformation

Even with the best strategy, organizations may encounter challenges. Here’s how to overcome them: 

  • Resistance to Change: Involve stakeholders early in the process to ensure buy-in and adoption. 

  • Legacy Systems: Use modern integration tools to bridge gaps between outdated systems and newer technologies. 

  • Data Overload: Start small, focusing on high-impact areas before scaling transformation efforts. 

Real-World Success: The Impact of Data Transformation

Organizations that prioritize data transformation have seen measurable results: 

  • A manufacturing company reduced unplanned downtime by 25% through predictive maintenance enabled by clean, integrated data. 

  • An energy provider saved millions by optimizing resource allocation with real-time operational dashboards. 

  • A mining operation increased equipment efficiency by 30% after eliminating siloed systems and adopting centralized data storage. 

These examples demonstrate that data transformation isn’t just a theoretical exercise—it delivers real, tangible value. 

Conclusion: Data Transformation Is the Foundation for Success

Data transformation is no longer optional—it’s a necessity for organizations that want to remain competitive, efficient, and future-ready. By standardizing, integrating, and leveraging data, industrial leaders can unlock new opportunities and drive operational success. 

If you’re ready to start your data transformation journey, watch our free webinar: Data Transformation: From Raw Data to Insights. 

In this session, you’ll learn actionable strategies from industry experts to prepare your data for the future.

Register for the Webinar Here

Andrew Capper

Vice President, Industrial Digital Transformation

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Andrew Capper is Vice President of Industrial Digital Transformation at Dexcent, helping industrial organizations improve data-driven decision-making by optimizing the data journey, reuniting siloed information, and delivering a trustworthy version of the truth.

With more than 25 years of experience, he is known as a results-driven leader who delivers on commitments and tackles complex information management challenges with a practical, human-centric approach. His work spans digital transformation strategy and roadmaps, governance, digital maturity assessments, and performance measurement through clear KPIs and metrics. Andrew is a NAIT graduate with training in Instrumentation Engineering Technology and Security Systems, and he brings a strong focus on safer, more effective operations from data producers through to data consumers

Nader Asgharinia

MP, P.Eng.

Vice President of Enterprise SCADA & Advanced Applications.

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Nader Asgharinia, PMP, P.Eng., is Vice President of Enterprise SCADA & Advanced Applications at Dexcent, leading the delivery of complex, mission-critical solutions with a clear focus on client experience and operational excellence. With more than 30 years in business execution and over 25 years managing multi-million-dollar programs for mission-critical and SCADA systems, he brings a pragmatic, delivery-at-scale approach to every engagement. Nader is recognized for building high-performing teams, driving disciplined portfolio execution, and delivering measurable business outcomes, including significant growth in program portfolios and team capacity over time. He holds a B.Sc.(Hons.) in Electrical and Electronics Engineering from the University of Newcastle-Upon-Type in the UK, a B.Sc. in Computer Science from the University of Calgary, completed Georgetown University’s Director’s Program, is a Professional Engineer in Alberta, and a Project Management Professional.

Gerrit Nel

CISSP, CISM – Vice President, Cyber Security

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Tobias (Gerrit) Nel, CISSP, CISM, is Vice President of OT Infrastructure and Cyber Security Services at Dexcent, leading the development and delivery of practical services and solutions that integrate, complement, or replace OT infrastructure and protect OT assets from cyber threats. He is known for building resilient security frameworks, governance processes, and integrated solutions that reduce risk and support compliance across diverse industries. Gerrit has over 40 years of relevant IT/OT experience and has built and delivered highly skilled and high-performance delivery teams. His strengths include Cyber Security roadmaps, security architecture, incident response, and alignment to standards such as IEC 62443, NIST, and NERC CIP. Furthermore, he has deep foundational technical experience in Networking and OT infrastructure systems architectures that he leverages in building and leading successful delivery teams. Gerrit holds a B.Sc. in Computer Science from the University of Johannesburg and brings deep cross-sector experience supporting clients in oil and gas, mining, chemical, healthcare, financial, and government environments.

Jaydeep Deshpande

P.Eng. – President

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Jaydeep Deshpande, P.Eng., is a seasoned and decisive executive with over 25 years of experience driving operational excellence, profitability, and market growth in national and multinational organizations. As President, he is recognized for his strategic leadership, disciplined execution, and ability to lead organizations through change. Jaydeep is passionate about developing people, building strong leadership teams, and fostering a positive, performance-driven culture. His expertise spans strategic planning, business diversification, financial management, and organizational transformation, with a consistent focus on delivering growth-oriented, profitable results. He holds a Bachelor of Chemical Engineering from the University of Alberta, is a Prosci Certified Change Practitioner and Project Management Professional (PMP), and has completed the CMA Accelerated Accounting Program, bringing deep financial and strategic insight to executive decision-making.

Karim Amarshi

Chairman of the Board

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Karim Amarshi is Chair of Dexcent’s Board of Directors, providing governance leadership and strategic oversight to support the company’s long-term strategy and executive team. With nearly 40 years as an entrepreneur and owner-operator, he is recognized for building high-performance organizations and forging strategic alliances across Information Technology, government, health care, education, and energy. He is the former co-owner and Chief Executive Officer of one of Canada’s leading enterprise Information Technology solution providers, where he led the organization through three successful mergers and helped scale long-term client and vendor partnerships. Karim remains active across a diverse business portfolio, serving as a founding principal, officer, and advisor to organizations spanning Information Technology, hospitality, manufacturing, retail, and real estate in Canada and internationally.

Yasmin Jivraj

FCIPS, I.S.P. | Board Member

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Yasmin Jivraj, FCIPS, I.S.P., is a Board Member at Dexcent, providing executive guidance and strategic oversight to support corporate management and long-term business direction. Over a 35-year career, she has held senior leadership roles across private, public, and non-profit organizations, with a track record of building operating foundations and driving profitable growth. Following a 15-year tenure as a co-owner and President of one of Canada’s leading strategic Information Technology solution providers, she expanded her governance leadership through active board service in post-secondary education and community-focused organizations. She is recognized for decisive, purpose-led leadership, clear communication, and deep expertise in technology, business models, and methodologies that help enterprise organizations advance digital transformation.

Nadir Jivraj

CEO, Board Member

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Usama is a digital transformation leader with more than two decades of experience helping industrial organizations improve safety, reliability, and performance.

He has led multi-disciplinary teams across mining, oil and gas, power, and other asset-intensive industries, with a consistent focus on value to the customer and changes that work in real operating environments.