Publicité

PART 1.docx

25 Mar 2023
Publicité

Contenu connexe

Publicité

PART 1.docx

  1. Lesson 3 – Part 1 Business Intelligence Solutions
  2. What is Business Intelligence (BI)? Business intelligence defined Business intelligence (BI) refers to capabilities that enable organizations to make better decisions, take informed actions, and implement more- efficient business processes. BI capabilities allow you to  Collect up-to-date data from your organization  Present the data in easy-to-understand formats (such as tables and graphs)  Deliver data in a timely fashion to the employees in your organization BI keeps your organization in the know, and success depends in a large part on knowing the who, what, where, when, why, and how of the market. How popular are your products or services with consumers? What are your competitors doing? Why are consumers choosing one brand over another?
  3. How—and when—will the market change? What are the trends for the future? As documented by Gartner, BI solutions can help companies get answers to those questions. Business intelligence software Search the internet, and you’ll find a variety of definitions for BI software. In general, a BI solution is a combination of strategy and technology for gathering, analyzing, and interpreting data from internal and external sources, with the end result of providing information and analytics about the past, present, and future state of the subject being examined. The terms business intelligence and business analytics are often used interchangeably. Business analytics, however, refers more specifically to the process of examining data to find trends and insights. When used together, “BI and business analytics” has a broader meaning and includes every aspect of gathering, analyzing, and interpreting data. For our purposes, the terms will be the same.
  4. Current BI/business analytics solutions offer applications to help you gain actionable information at every stage of the process. This includes applications for data preparation, analysis, data visualization, reporting, and collaboration for use on premises, at the desktop, in the cloud, and away from the office via mobile capability. Business intelligence benefits Data. It’s big. It’s getting bigger, and it’s growing exponentially. More and more people produce it. Data is created by an increasing number of things—commonly called devices. It’s becoming more varied and more unstructured. About five years ago, someone said 90 percent of the world’s data was generated by the previous two years. That’s astonishing. Data and the ability to derive insights from that data is the most valuable resource for sustaining and growing businesses. Using a best-in-class approach to BI can help your organization gain a competitive advantage by reducing the time and effort required to acquire, integrate, distribute, review, and respond to new data.
  5. The better organizations are at processing data, the more benefits they gain from BI. Those data-processing leaders are exerting immense pressure on all competitors who fail to recognize the potential in-time data. Late adopters are forced to speed up their analytics ambitions to stay on par with competitors and new market entrants. BI represents the heart of every data-driven enterprise, which makes it the epicenter of transformation. Increasing the impact of an organization and making it more efficient are the ultimate goals of implementing a new BI tool; however, with the right BI technology, you can derive several additional benefits as well. 1.Improve data accuracy 2.Make better decisions more quickly 3.Improve mission-critical outcomes 4.Share data across business functional areas 5.Gain better visibility into financial and operational information 6.Identify and reduce inefficiencies
  6. 7.Eliminate waste, fraud, and abuse 8.Improve productivity and worker morale 9.Boost return on investment, while cutting total cost of ownership 10. Enhance transparency and service at all levels How business intelligence solutions make the most of your data BI solutions have the potential to be an essential tool for decision-making and strategy development. The resulting information can be used throughout a company, from marketing and sales to supply chain and finance, for tasks such as  Measuring marketing campaign results  Gaining visibility into cash flow, gross margins, and operating expenses  Capturing insights about employees and prospects to optimize HR processes and recruitment  Tracking parts and material trends and supplier performance
  7.  Forecasting revenues and transactions  Optimizing call center and depot staffing levels  Obtaining cross-enterprise views  Uncovering new revenue opportunities and patterns BI can help everyone in your organization. But to do that, it needs to be a special kind of solution. The average enterprise solution requires an IT department to set up the environment and, in many cases, connect the internal and external data sources. Historically, IT was responsible for all BI, because these solutions usually required specialized expertise such as an in-depth knowledge of SQL or extensive scripting for data preparation. What you should look for in a business intelligence solution To make BI an effective solution for business units—or for anyone else with a relatively low level of technical knowledge—the solution has to be
  8. as user friendly and accessible as possible for all levels of employees throughout an organization. A single BI platform Consider a solution that offers a single, integrated platform of applications. Many organizations have a legacy business intelligence ecosystem featuring multiple solutions for reporting, discovery, analysis, and other functions. Working with all those solutions can be expensive and require extensive technical knowledge. Multiple solutions can also create compatibility issues. A single-platform approach offers an end-to-end solution that includes gathering, analyzing, and interpreting data, with everything working together so there are no compatibility issues. With everything in one place, there’s no need to go hunting for tools. You can centralize your data models and metrics for a comprehensive representation of your business— something that can be difficult to accomplish with a multiple-solution ecosystem.
  9. BI as a service (BIaaS) A BI solution should be easy for users across your enterprise to access— whether they are in the office, working remotely, or on the road. A cloud solution offers the highest potential for accessibility and availability. It can be accessed when and where it’s needed, for individual use or shared with coworkers. A cloud solution also can be easily scaled to fit an organization of almost any size and is flexible enough to meet the demands of a growing business. Connected BI Most BI solutions have the capability to connect with one or more data sources. Consider a solution that offers prebuilt connections. With this type of solution, it’s easy to load and integrate data from diverse sources. Prebuilt connections eliminate the time needed to make the connections and reduce the complexity of the solution, enabling your IT people to focus on other tasks.
  10. Augmented analytics You want a smart solution that can make BI easy—one with augmented analytics employing embedded machine learning. This kind of solution can help users in gathering, analyzing, interpreting, and conveying information—simplifying and automating tasks. Your solution should be able to automate data preparation and the collection and consolidation of information from multiple sources, accelerating the process and reducing the chance of errors. It should also be able to augment your analysis by recommending new data sets to include in the review for more accurate results. You want a smart solution that lets you quickly and easily search for what you need and get to the data directly—one that allows you ask questions and receive answers in human language rather than code. Some solutions even offer a semantic layer that allows users to access data and modify requests and data set parameters via common business terms.
  11. Users should also be able to easily access predictive analytics and forecasting to see patterns and forecast future outcomes and trends— without the need to know coding. A smart solution with embedded machine learning can offer that advantage and more. Data visualization Many smart solutions come with data visualization, which provides the capability to automatically transform data into pie charts, graphs, or other types of visual presentation. Users can quickly and easily see and understand patterns, relationships, and emerging trends that might go unnoticed in a spreadsheet of raw numbers. With data visualization, you can get new and unique insights by creating rich data mashups. You also can craft stories about your business by using high-impact visuals that require no specialized training to interpret. With this kind of smart system, you can pull data from internal and external sources. Then you can decide among numerous options which
  12. graphic is best for presenting the data, or you can allow the application to automatically make a recommendation based on data results. Self-service business intelligence To be a true business tool, a BI solution must be designed for businesspeople to use on their own—a self-service solution. Your BI solution should be easy to navigate with point-and-click or drag- and-drop features. It should have some type of dashboard with intuitive, interactive access to information and offer guided, step-by-step navigation and built-in functionality so that customization is not required. It should give users a choice of doing a task themselves or employing automation to handle it. Users also should have full control to load their data and analyze it from any angle to uncover issues and new opportunities. They should be able to mash up and blend internal and external data for deeper insights. When it comes to sharing what they’ve learned, users should be able to create their own reports.
  13. They also should be able to discover the answers to their most pressing business questions and communicate their findings to their peers and management teams across the enterprise—without waiting for a response from IT. Mobile business intelligence In today’s accelerated world, businesspeople need access to intelligence around the clock, no matter where they are. So consider a BI solution with mobile capabilities. Mobile BI solutions are available with voice-enabled access and real-time alerts. You can talk to your data via a search-driven approach. You can view, analyze, and act on data in the cloud or on premises. You can create mobile analytical apps with rich, interactive visualization without writing a single line of code. You can build apps once and distribute anywhere— all from your phone or tablet. A solution that incorporates AI and machine learning can provide you with a personalized assistant that understands what you need—when and where
  14. you need it. For example, say you have a business meeting in New York. The personalized assistant can determine what business report and graphics are required for your business meeting. It can translate speech to text and alert you when new data is available to analyze. You won’t have stay tethered to your desk to analyze information. With a mobile device and a cloud-based BI solution, your analytics can come to you, wherever you are.
  15. Key Performance Indicators
  16. 4 Steps to Implement Key Performance Indicators (KPIs) Measuring Key Performance Indicators (KPIs) is vital to the health and success of any modern business. That said, it is often a struggle for many customers and organizations. Applying KPIs is an essential piece of rigor to your forward-looking roadmap but it isn’t always easy. This problem is nearly universal in the strategic planning space. Whether I’m working with an emergent business looking to mature its business processes or an established player looking to identify the key indicators the same questions persist. “How can we develop KPIs?” “Which measures really are driving results?” “Isn’t ALL of this data important?” While the answers can vary by organization, the basics span industry, and organization maturation. So, what are KPIs?
  17. Before we dive into developing and applying KPIs, it’s important to understand the function they perform. KPIs are much more than numbers that are reported on a recurring basis – or at least they should be. KPIs are Key Performance Indicators. By their name, they enable you to understand the health of your business so you can make critical adjustments in execution to achieve strategic goals. A quick look at your smartphone yields a litany of fitness data. But what you do with that information is what makes the difference. After all, “what gets measured, gets managed” and below we will discuss simple steps to do just that. Step 1: Develop your KPIs Developing KPIs is the first step. To begin, review what data you are already collecting. Most organizations feel like they need to reinvent a new measurement system. In most situations, the data collection process is rarely the limiting factor. For less sophisticated organizations, ask a simpler question “what data can you measure”. Even if you do not have a CRM it is still possible to count the number of outgoing sales calls you made on a given day/week/month. When working through developing KPIs, your objective is to separate what are KEY Performance Indicators vs just metrics. Step 2: Identify what is important As a next step, you need to understand what information is truly important. The first step here is to separate operational measurements from strategic elements.
  18. Operational metrics are often used in a ‘real time’ capacity to assess what is happening in your organization on an hourly or daily basis. Strategic KPIs take a longer view at monitoring progress towards a stated destination. Consider your smartwatch. Climbing a few flights of stairs will cause your heart rate to climb. Climb a few more and your watch may even notify you that you need to “take a break”. This is a good indicator of how your body is performing in the here and now, but it tells you very little about your overall cardiovascular health. We use different metrics like blood pressure and resting heart rate to evaluate your health over the long term. And your fitness goals likely align with these metrics. These are your KPIs. Measuring Key Performance Indicators (KPIs) is vital to the health and success of any modern business. That said, it is often a struggle for many customers and organizations. Applying KPIs is an essential piece of rigor to your forward-looking roadmap but it isn’t always easy. This problem is nearly universal in the strategic planning space. Whether I’m working with an emergent business looking to mature its business processes or an established player looking to identify the key indicators the same questions persist. “How can we develop KPIs?” “Which measures really are driving results?” “Isn’t ALL of this data important?” While the answers can vary by organization, the basics span industry, and organization maturation.
  19. So, what are KPIs? Before we dive into developing and applying KPIs, it’s important to understand the function they perform. KPIs are much more than numbers that are reported on a recurring basis – or at least they should be. KPIs are Key Performance Indicators. By their name, they enable you to understand the health of your business so you can make critical adjustments in execution to achieve strategic goals. A quick look at your smartphone yields a litany of fitness data. But what you do with that information is what makes the difference. After all, “what gets measured, gets managed” and below we will discuss simple steps to do just that. Step 1: Develop your KPIs Developing KPIs is the first step. To begin, review what data you are already collecting. Most organizations feel like they need to reinvent a new measurement system. In most situations, the data collection process is rarely the limiting factor. For less sophisticated organizations, ask a simpler question “what data can you measure”. Even if you do not have a CRM it is still possible to count the number of outgoing sales calls you made on a given day/week/month. When working through developing KPIs, your objective is to separate what are KEY Performance Indicators vs just metrics. Step 2: Identify what is important As a next step, you need to understand what information is truly important. The first step here is to separate operational measurements from strategic elements.
  20. Operational metrics are often used in a ‘real time’ capacity to assess what is happening in your organization on an hourly or daily basis. Strategic KPIs take a longer view at monitoring progress towards a stated destination. Consider your smartwatch. Climbing a few flights of stairs will cause your heart rate to climb. Climb a few more and your watch may even notify you that you need to “take a break”. This is a good indicator of how your body is performing in the here and now, but it tells you very little about your overall cardiovascular health. We use different metrics like blood pressure and resting heart rate to evaluate your health over the long term. And your fitness goals likely align with these metrics. These are your KPIs. Step 3: Analyze your KPIs over time KPIs are only useful if we analyze and derive trends from them. Many organizations stop at merely “tracking” metrics. This is only where the work begins. The data tells a story, and it is your job to interpret the information to make critical decisions. When analyzing over time, determine what periods of time enable different insights for your organization. If you are managing sales KPIs, but your sales cycle is 9 months long, a quarterly view likely isn’t enough to spot trends. Use a combination of leading and lagging indicators to balance short-term and long-term insights. Rushing decisions on data trends can lead to incomplete data and incorrect decisions. Step 4: Connect actions with results
  21. If you have successfully analyzed your data, now it’s time to take the next step and connect your tactics with KPIs. You know how the data is changing over time, but do you know what drives the change? By aligning activities with results, you not only measure the health of your organization, but you can predict what steps drive the right outcomes. Furthermore, you can identify which activities you undertake “because we’ve always done it this way”. These activities are not driving outcomes and should be eliminated ASAP. The combination of understanding what impacts results while reducing inefficiency can take your organization to the next level.
  22. Balance Scorecard Application
  23. What Is a Balanced Scorecard (BSC), How Is It Used in Business? What Is a Balanced Scorecard (BSC)? The term balanced scorecard (BSC) refers to a strategic management performance metric used to identify and improve various internal business functions and their resulting external outcomes. Used to measure and provide feedback to organizations, balanced scorecards are common among companies in the United States, the United Kingdom, Japan, and Europe. Data collection is crucial to providing quantitative results as managers and executives gather and interpret the information. Company personnel can use this information to make better decisions for the future of their organizations. KEY TAKEAWAYS  A balanced scorecard is a performance metric used to identify, improve, and control a business's various functions and resulting outcomes.  The concept of BSCs was first introduced in 1992 by David Norton and Robert Kaplan, who took previous metric performance measures and adapted them to include nonfinancial information.
  24.  BSCs were originally developed for for-profit companies but were later adapted for use by nonprofits and government agencies.  The balanced scorecard involves measuring four main aspects of a business: Learning and growth, business processes, customers, and finance.  BSCs allow companies to pool information in a single report, to provide information into service and quality in addition to financial performance, and to help improve efficiencies. Understanding Balanced Scorecards (BSCs) Accounting academic Dr. Robert Kaplan and business executive and theorist Dr. David Norton first introduced the balanced scorecard. The Harvard Business Review first published it in the 1992 article "The Balanced Scorecard—Measures That Drive Performance." Both Kaplan and Norton worked on a year-long project involving 12 top-performing companies. Their study took previous performance measures and adapted them to include nonfinancial information. BSCs were originally meant for for-profit companies but were later adapted for nonprofit organizations and government agencies. It is meant to measure the intellectual capital of a company, such as training, skills, knowledge, and any other proprietary information that gives it a competitive advantage in the market. The balanced scorecard model reinforces good behavior in an organization by
  25. isolating four separate areas that need to be analyzed. These four areas, also called legs, involve:  Learning and growth  Business processes  Customers  Finance The scorecard can provide information about the firm as a whole when viewing company objectives. An organization may use the balanced scorecard model to implement strategy mapping to see where value is added within an organization. A company may also use a BSC to develop strategic initiatives and strategic objectives. This can be done by assigning tasks and projects to different areas of the company in order to boost financial and operational efficiencies, thus improving the company's bottom line. Characteristics of the Balanced Scorecard Model (BSC) Information is collected and analyzed from four aspects of a business: 1. Learning and growth are analyzed through the investigation of training and knowledge resources. This first leg handles how well information is captured
  26. and how effectively employees use that information to convert it to a competitive advantage within the industry. 2. Business processes are evaluated by investigating how well products are manufactured. Operational management is analyzed to track any gaps, delays, bottlenecks, shortages, or waste. 3. Customer perspectives are collected to gauge customer satisfaction with the quality, price, and availability of products or services. Customers provide feedback about their satisfaction with current products. 4. Financial data, such as sales, expenditures, and income are used to understand financial performance. These financial metrics may include dollar amounts, financial ratios, budget variances, or income targets. These four legs encompass the vision and strategy of an organization and require active management to analyze the data collected. Benefits of a Balanced Scorecard (BSC) There are many benefits to using a balanced scorecard. For instance, the BSC allows businesses to pool together information and data into a single report rather than having to deal with multiple tools. This allows management to save time, money, and resources when they need to execute reviews to improve procedures and operations.
  27. Scorecards provide management with valuable insight into their firm's service and quality in addition to its financial track record. By measuring all of these metrics, executives are able to train employees and other stakeholders and provide them with guidance and support. This allows them to communicate their goals and priorities in order to meet their future goals. Another key benefit of BSCs is how it helps companies reduce their reliance on inefficiencies in their processes. This is referred to as sub optimization. This often results in reduced productivity or output, which can lead to higher costs, lower revenue, and a breakdown in company brand names and their reputations.1 Examples of a Balanced Scorecard (BSC) Corporations can use their own, internal versions of BSCs, For example, banks often contact customers and conduct surveys to gauge how well they do in their customer service. These surveys include rating recent banking visits, with questions ranging from wait times, interactions with bank staff, and overall satisfaction. They may also ask customers to make suggestions for improvement. Bank managers can use this information to help retrain staff if there are problems with service or to identify any issues customers have with products, procedures, and services.
  28. In other cases, companies may use external firms to develop reports for them. For instance, the J.D. Power survey is one of the most common examples of a balanced scorecard. This firm provides data, insights, and advisory services to help companies identify problems in their operations and make improvements for the future. J.D. Power does this through surveys in various industries, including the financial services and automotive industries. Results are compiled and reported back to the hiring firm. Balanced Scorecard (BSC) FAQs What Is a Balanced Scorecard and How Does It Work? A balanced scorecard is a strategic management performance metric that helps companies identify and improve their internal operations to help their external outcomes. It measures past performance data and provides organizations with feedback on how to make better decisions in the future. What Are the Four Perspectives of the Balanced Scorecard? The four perspectives of a balanced scorecard are learning and growth, business processes, customer perspectives, and financial data. These four areas, which are also called legs, make up a company's vision and strategy. As such they
  29. require a firm's key personnel, whether that's the executive and/or its management team(s), to analyze the data collected in the scorecard. How Do You Use a Balanced Scorecard? Balanced scorecards allow companies to measure their intellectual capital along with their financial data to break down successes and failures in their internal processes. By compiling data from past performance in a single report, management can identify inefficiencies, devise plans for improvement, and communicate goals and priorities to their employees and other stakeholders. What Are the Balanced Scorecard Benefits? There are many benefits to using a scorecard. The most important advantages include the ability to bring information into a single report, which can save time, money, and resources. It also allows companies to track their performance in service and quality in addition to tracking their financial data. Scorecards also allow companies to recognize and reduce inefficiencies. What Is a Balanced Scorecard Example? Corporations may use internal methods to develop scorecards. For instance, they may conduct customer service surveys to identify the successes and failures of
  30. their products and services or they may hire external firms to do the work for them. J.D. Power is an example of one such firm that is hired by companies to conduct research on their behalf.
Publicité