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Navigating the Analytics Implementation Dip

Navigating the Analytics Implementation Dip

How ForeOptics’ FOMI Methodology Enables Organizations to Succeed in their Analytics Journey

Today’s enterprises are driven by data and insightful analysis is essential within every private and public organization. As an asset, data has often been compared to oil: It needs to be acquired and refined before it is useful – both of which are expensive and time-consuming processes. Not every organization has the capability for this today. Furthermore, data needs to be analyzed and utilized in meaningful, repeatable ways to unlock its true value. Easy to say, hard to do. According to a Gartner, 85% of big data projects fail and VentureBeat reported 87% of data projects don’t make it into production.
Imagine if a factory line had an 85% scrap rate…goodness! This data point is dated (2019), but empirical evidence supports the general trend. Analytics projects are hard to develop, even harder to deploy.

The Adoption Curve

As enterprises begin to develop and implement their data and analytics roadmaps, they face a standard adoption curve (Fig 1).

The Adoption Curve
Most organizations start with disparate, sometimes redundant data sets that have low cost-to-value ratios. As these data stores are curated and begin to mature, as organizations commit to being more data driven, they begin to see rapid value generation (1) generally measured in productivity improvements. As these data stores are used and further developed, more advanced analytics enable repeatable, trusted, and tailorable reporting (descriptive analytics), providing the enterprise with relevant and actionable insights (2).
Over time, users start to demand more sophisticated analyses as use-cases become more complex. Additionally, any organizational heterogeneity associated with analytics fluency—interpreting results and trusting the data and analytics methodologies—becomes apparent and progress slows.
At this point of the journey, not every project will be successful. Sometimes a use case can’t be supported with the data available. Some problems assigned to analytics are process or people issues that analytics and data can’t resolve. When these projects fail to generate results, leadership can start to doubt the efficacy of their investments. Organizations at this point in the curve have entered the trough in their implementation journey (3). Many organizations lose direction at this point, hit an evolutionary dead end, and struggle to find a way forward (4).

The Five Elements Framework

We have found that getting out of the trough is enabled by the ForeOptics FOMI with its 5 elements: Data, infrastructure, skillsets, organizational analytics fluency and appropriate valuation methodologies. These elements build on one another, and together they enable sustained value creation (Figure 2). Additionally, we have found that change management is (not surprisingly) a huge enabler for adoption and stickiness for analytics. And, like any other change management initiative, leadership involvement is key.

The Five Elements Framework

1. Data:

Data isn’t just “bits in a box”; it’s dynamic, moving from source to consumer down its own supply chain. Some data may require acquisition strategies to address issues associated with fair use, privacy, and access. Make-versus-buy decisions may apply and questions about data provenance and obsolescence will have to be addressed.

As use cases become more complex and multivariate, data epistemology -how the data is used to produce or develop an outcome – becomes increasingly important. Additionally, without a proper plan for data management, access, and governance, maturity will remain limited.

2. Infrastructure:

Enterprises must have dedicated infrastructure for capturing, cleansing, and manipulating data. This infrastructure must be secure, scalable, and able to handle large amounts of data with flexible refresh, back-up, and store requirements. Infrastructure strategies need to include connect and collect guidelines (how to connect to various enterprise systems or external data sets). Infrastructures will require the ability to handle various data types, including structured and unstructured data. An effective analytics infrastructure must also be flexible enough to accommodate changing data needs including any compliance considerations. If these criteria are not considered early in the implementation journey, maturity can be delayed.

3. Skillsets:

Enterprises must be capable of using and analyzing data and developing associated analytics, as well as identifying and addressing problems that can be solved with data or analytics. Ethical questions may arise (“We can build this but should we?”) that will require leadership to become familiar with technical, legal and governance considerations. A mature data-driven organization requires a combination of technical skills and domain expertise, including data analysis, statistics, programming, and data visualization. Enterprises may need to hire new talent or upskill existing staff to meet these requirements.

4. Organizational Analytics Fluency:

Stakeholders and leadership must understand analytics well enough to ask meaningful questions and properly interpret results. Leaders must foster a culture of data-driven decision making and ensure that all stakeholders understand the value of data and analytics. Enterprises must be prepared to “fail” – a lot – with their analytics development and deployment, and be prepared to support data in its lifecycle, from data generation to archive.

5. Valuation Methodologies:

The whole framework must be supported by solid value propositions. Enterprises must be able to measure the impact of data and analytics investments and demonstrate value to stakeholders. Valuation can include financial metrics such as ROI and should capture the entire value chain rather than simple point-of-use analysis.

Conclusion

Unlocking the value of data requires a sustained, focused approach combining technical and organizational acumen. ForeOptics’ FOMI offers enterprises the expertise, infrastructure, and methodologies required to produce relevant, actionable insights. Using the FOMI, we have helped numerous organizations across various sectors to better use their data and develop analytics to address operational efficiencies, find new market opportunities and optimize supply chains. With our expertise, manufacturing firms have improved key operational metrics in yield, cost of poor quality, and decision cycle time reductions. Organizations have transformed their processes to do more with less, as measured by improved productivity.
Becoming a data driven organization can be intimidating, but there’s no reason to ‘go it alone’. At ForeOptics, we have practical, working experience with the challenges that enterprises face in their transformation journeys. Our proven framework will help identify and mitigate organizational and technical challenges and streamline the processes that enable your organization to fully unlock the power of data.

Navigating Complexity: How ForeOptics Empowers Businesses in a Challenging Global Economy

Navigating Complexity: How ForeOptics Empowers Businesses in a Challenging Global Economy

In the ever-evolving global economy, businesses of all sizes face a myriad of challenges that threaten their growth and operational efficiency. Rising costs, a shortage of skilled talent, and the rapid pace of technological change have become significant hurdles. At ForeOptics, we have been closely monitoring these trends, and through our comprehensive suite of services, we are helping companies not only navigate these challenges but also thrive in this demanding environment. 

Understanding the Pressures on Businesses

The current business climate is unforgiving. A recent study highlighted that a large proportion of companies are grappling with escalating operational costs, making it increasingly difficult to allocate resources for growth and innovation (SCMR). This cost pressure, combined with an acute shortage of skilled labor, has created a perfect storm. The talent gap is particularly severe in critical areas such as supply chain management, where expertise in logistics, procurement, and technology integration is vital (Anvyl). 

Furthermore, the rapid pace of technological advancement presents both an opportunity and a challenge. While new technologies offer pathways to greater efficiency and competitiveness, many businesses lack the resources to fully capitalize on these innovations. This results in a widening gap between companies that can readily invest in these areas and those that struggle to keep up. 

Strategic Advisory: Tailored Solutions for Sustainable Growth

To address these challenges, ForeOptics offers a range of strategic advisory services designed for businesses seeking to optimize their operations. Our approach is rooted in deep domain expertise and leverages cutting-edge processes, data, and technology solutions to drive meaningful outcomes.

  • Integrated Business Planning:
  • Effective growth requires a clear, actionable plan. We help companies develop detailed plans that align operational activities with strategic goals, ensuring that every decision supports faster growth, improved efficiency, and enhanced financial performance.

  • Footprint Rationalization:
  • In today’s cost-conscious environment, optimizing your operational footprint is crucial. ForeOptics assists businesses in analyzing facility locations, streamlining production processes, and ensuring resources are used as effectively as possible.

  • Supplier Performance Improvement:
  • With supply chain disruptions on the rise, enhancing supplier performance has never been more critical. We work closely with our clients to develop strategies that improve supplier reliability, reduce costs, and maintain a steady flow of goods and services.

  • Digital Transformation:
  • Embracing digital technologies is key to staying competitive. We guide businesses through the complexities of digital transformation, helping them adopt new technologies that streamline operations, improve data visibility, and enhance decision-making processes.

    Managed Services: Bridging the Resource Gap for SMBs

    While large enterprises often have the resources to invest in sophisticated tools and talent, small to mid-sized businesses (SMBs) frequently struggle to keep pace. ForeOptics bridges this gap by offering managed services that deliver top-tier capabilities without the need for substantial capital investments.

    • Supply Chain Management & Optimization: We take on the full scope of supply chain management, from planning and purchasing to production, delivery, and service. Our expertise ensures seamless, efficient, and cost-effective operations, allowing SMBs to focus on their core business.
    • Cyber Risk Management & Compliance: As businesses increasingly rely on digital tools, safeguarding data and ensuring regulatory compliance are essential. Our cyber risk management services provide the necessary expertise to protect operations from emerging threats.

    Risk & Resilience: Preparing for the Unexpected

    In today’s interconnected world, supply chain resilience is not a luxury—it’s a necessity. A recent study revealed that 70% of companies experienced significant supply chain disruptions last year, leading to financial losses and operational setbacks (Supply Chain Brain). These disruptions can have long-lasting effects on revenue, customer satisfaction, and overall business stability. 

    ForeOptics offers a specialized Risk & Resilience Suite designed to help businesses mitigate these risks and safeguard their future. Our suite combines advanced analytics, AI-driven insights, and proactive risk management strategies to build resilient supply chains. 

    • Predictive Risk Analytics: We use AI-powered analytics to forecast potential disruptions and mitigate risks before they occur. This allows businesses to anticipate challenges and take preventive action. 
    • Supplier Risk Classification: Understanding the risks associated with each supplier is crucial for strategic planning. We help businesses classify and assess these risks, enabling better decision-making and stronger supply chain robustness. 
    • Resilience Planning: We work with clients to develop comprehensive resilience strategies, including contingency planning, alternative sourcing, and inventory optimization. This ensures that supply chains can adapt to changing conditions and maintain continuity. 
    • Real-Time Monitoring and Response: Our tools provide real-time insights into the status of supply chains, allowing for rapid response in the event of disruptions. This minimizes impact and ensures that operations continue with minimal interruption. 

    Why It Matters

    Supply chain disruptions can have a ripple effect across an entire business. According to the World Economic Forum, such disruptions can reduce revenue by 10% or more, with some industries facing even higher losses during major events (Supply Chain Brain). As global supply chains become more complex, the risks increase, making it essential for businesses to invest in resilience. 

    Conclusion: Staying Ahead with ForeOptics

    In a world where cost pressures, talent shortages, and supply chain risks are the new normal, businesses must be agile, efficient, and resilient. ForeOptics is here to help companies stay ahead of the curve, ensuring they not only survive but thrive in today’s competitive landscape. 

    Explore our Strategic Advisory, Managed Services, and Risk & Resilience Suite today to discover how ForeOptics can help you achieve excellence in every aspect of your operations.