Try it out yourself!
Pure visualization - FREE personal edition of SAP Lumira: http://bit.ly/personallumira
30-day trial for Predictive Analysis (including Lumira): http://bit.ly/PA-test
http://spr.ly/SAP_Predictive - Explore how forward-looking finance supported by SAP Predictive Analysis can help you better plan, predict, and take action regarding your financial and corporate performance.
Presenters: Henner Schliebs and Carsten Hilker, SAP
Learn how Corporate Functions like HR and Finance can leverage sophisticated solutions for predictive modeling, data mining and advanced visualization.
Follow me on twitter @hschliebs
This ppt demo shows and advanced forecasting process to give guidance to planning units with the help of a sophisticated statistical forecast. It highlights also the benefits of agile visualization of contextual data as well as the ease of collaboration between various teams even crossing organizational boundaries.
Business analytics (BA) refers to the skills, technologies, and practices for continuous iterative exploration and investigation of past business performance to gain insight and drive business planning. Business analytics focuses on developing new insights and understanding of business performance based on data and statistical methods. In contrast, business intelligence traditionally focuses on using a consistent set of metrics to both measure past performance and guide business planning, which is also based on data and statistical methods.
http://spr.ly/SAP_Predictive - Explore how forward-looking finance supported by SAP Predictive Analysis can help you better plan, predict, and take action regarding your financial and corporate performance.
Presenters: Henner Schliebs and Carsten Hilker, SAP
Learn how Corporate Functions like HR and Finance can leverage sophisticated solutions for predictive modeling, data mining and advanced visualization.
Follow me on twitter @hschliebs
This ppt demo shows and advanced forecasting process to give guidance to planning units with the help of a sophisticated statistical forecast. It highlights also the benefits of agile visualization of contextual data as well as the ease of collaboration between various teams even crossing organizational boundaries.
Business analytics (BA) refers to the skills, technologies, and practices for continuous iterative exploration and investigation of past business performance to gain insight and drive business planning. Business analytics focuses on developing new insights and understanding of business performance based on data and statistical methods. In contrast, business intelligence traditionally focuses on using a consistent set of metrics to both measure past performance and guide business planning, which is also based on data and statistical methods.
Whitepaper: Predictive Analytics - Looking to the FutureIconixx
Successful companies move forward. They look to the future. That’s why Predictive Analytics are essential to setting business strategy and leveraging data to look ahead and predict how those potential strategies will meet corporate goals.
Measuring and managing customer profitability in the big-data era. How to capitalize on the opportunity.
In today's era of Big Data and related technology, the benefits of "customer-centricity" are within our reach. Analysis of Big Data sources helps to better understand customer needs, preferences, attitudes, expectations, sentiments, and buying behavior. Yet to achieve this potential, organizations need to understand and apply the classic but essential concepts of customer profitability, customer lifetime value (CLV), and customer value management analytics. Join us for an event on how to approach this challenge.
When linked with customer profitability metrics, these insights enable more profitable decisions in product design, sales, marketing, customer care, loyalty management, and risk management. This session will help attendees capitalize on this opportunity. We will cover the classic high-impact basics of measuring and managing customer profitability, customer lifetime value (CLV), as well as how to use new Big Data insights to get more value from these efforts. This tutorial which cover the topic in 5 practical steps:
1. Introduction to Customer Profitability Analytics: What is customer profitability analysis, why is it so valuable, and what are the key concepts and methodologies used to measure customer profitability, customer lifetime value (CLV), and related metrics?
2. High-Impact Use-Cases of Customer Profitability Analytics: What are the key ways customer profitability analytics is used enhance results? We will describe the highest-value ways to use customer profitability metrics to improve business results, with concrete examples in each of the following categories:
o Customer Lifetime Value optimization ("CLV")
o Customer loyalty and retention
o Share of wallet maximization
o Marketing ROI
o Impact of Customer Service, Customer Experience, and Customer Satisfaction on Profit
o Product design, pricing, promotion, and positioning
o Allocation of resources (capital, budget, HR, etc)
o Risk management
3. How to Calculate Profitability at the Customer Level : We will walk through the algorithms you need to use to turn raw data into customer profitability metrics, and share tips on how to customize them depending on your business. Related applications will also be covered, such as how to use the same algorithms to measure profit per household, salesperson, distributor, or other entity relevant to how your business makes money.
4. Data & Tech Requirements
5. Using Big Data to Maximize ROI on Customer Analytics: What are the top 5 opportunities to use Big Data to increase the benefits achieved through customer profitability analytics and related initiatives?
Speakers: Jaime Fitzgerald, Founder and Managing Partner, Fitzgerald Analytics, and Konrad Kopczynscki, Director at Fitzgerald Analytics. Konrad and Jaime have applied customer profitability methodologies to dozens of clients.
At our breakfast event in Kuala Lumpur on November 6, attendees joined us to hear from industry leaders how insurance companies such as Aviva use Anaplan to solve the challenging problems of using Excel for actuarial modelling, budgeting, reporting and forecasting. They also learned how adoption of an agile planning application can transform the actuarial modeling and planning process in just a few days.
Help your small business clients get access to their financials from an operational perspective in common-speak language giving them meaningful choices for action as quick as necessary given current econominc and market pressures to imporve cash flow, breakeven and profit.
MindStream Analytics is a leading consulting firm focused on helping clients improve business understanding and decision making. With years of experience in the analytics and Business Performance Management area, MindStream offers services ranging from software selection and implementation to best practices for financial planning.
IT Infrastructure Management Powerpoint Presentation SlidesSlideTeam
Enhance your audiences knowledge with this well researched complete deck. Showcase all the important features of the deck with perfect visuals. This deck comprises of total of seventy slides with each slide explained in detail. Each template comprises of professional diagrams and layouts. Our professional PowerPoint experts have also included icons, graphs and charts for your convenience. All you have to do is DOWNLOAD the deck. Make changes as per the requirement. Yes, these PPT slides are completely customizable. Edit the colour, text and font size. Add or delete the content from the slide. And leave your audience awestruck with the professionally designed IT Infrastructure Management Powerpoint Presentation Slides complete deck. https://bit.ly/3sGXmkZ
Unleashing the Power of Analytics for Finance & ProcurementSAP Ariba
Using analytics tools to collect massive amounts of big data from your Procurement or Finance department is easy. However, extracting the meaning of that data, and using it to drive real value to your organization might be a real challenge.
In this session, Genaro will share SAP´s view on how the power of collective insight can be unleashed using leading edge business intelligence, agile visualizations and advance predictive analytics to all users, using any device.
Make Intelligent Decisions that Drive Business Value
Improving profitability is one of the highest priorities for business managers. The challenge is to identify and analyze profit-making activities by specific dimensions such as customers, products, channels, segments, and business units. Accurate data helps drive continuous profit improvement initiatives by helping businesses understand where and how to improve profitability.
The results can be staggering. Companies that leverage cost analytics
to focus on cost reduction can experience reductions of 3–5%, while those that focus on profitable growth and revenue initiatives can achieve 5–15% improvements. For example, a $4 billion financial services
firm added $600 million in annual profit enhancement by focusing on profitable growth and revenue rather than cost containment.
Longview Profitability Analytics leverages your company’s data to provide powerful insight into revenues, business costs, margins, and operations to help you develop profitable action plans.
Whitepaper: Predictive Analytics - Looking to the FutureIconixx
Successful companies move forward. They look to the future. That’s why Predictive Analytics are essential to setting business strategy and leveraging data to look ahead and predict how those potential strategies will meet corporate goals.
Measuring and managing customer profitability in the big-data era. How to capitalize on the opportunity.
In today's era of Big Data and related technology, the benefits of "customer-centricity" are within our reach. Analysis of Big Data sources helps to better understand customer needs, preferences, attitudes, expectations, sentiments, and buying behavior. Yet to achieve this potential, organizations need to understand and apply the classic but essential concepts of customer profitability, customer lifetime value (CLV), and customer value management analytics. Join us for an event on how to approach this challenge.
When linked with customer profitability metrics, these insights enable more profitable decisions in product design, sales, marketing, customer care, loyalty management, and risk management. This session will help attendees capitalize on this opportunity. We will cover the classic high-impact basics of measuring and managing customer profitability, customer lifetime value (CLV), as well as how to use new Big Data insights to get more value from these efforts. This tutorial which cover the topic in 5 practical steps:
1. Introduction to Customer Profitability Analytics: What is customer profitability analysis, why is it so valuable, and what are the key concepts and methodologies used to measure customer profitability, customer lifetime value (CLV), and related metrics?
2. High-Impact Use-Cases of Customer Profitability Analytics: What are the key ways customer profitability analytics is used enhance results? We will describe the highest-value ways to use customer profitability metrics to improve business results, with concrete examples in each of the following categories:
o Customer Lifetime Value optimization ("CLV")
o Customer loyalty and retention
o Share of wallet maximization
o Marketing ROI
o Impact of Customer Service, Customer Experience, and Customer Satisfaction on Profit
o Product design, pricing, promotion, and positioning
o Allocation of resources (capital, budget, HR, etc)
o Risk management
3. How to Calculate Profitability at the Customer Level : We will walk through the algorithms you need to use to turn raw data into customer profitability metrics, and share tips on how to customize them depending on your business. Related applications will also be covered, such as how to use the same algorithms to measure profit per household, salesperson, distributor, or other entity relevant to how your business makes money.
4. Data & Tech Requirements
5. Using Big Data to Maximize ROI on Customer Analytics: What are the top 5 opportunities to use Big Data to increase the benefits achieved through customer profitability analytics and related initiatives?
Speakers: Jaime Fitzgerald, Founder and Managing Partner, Fitzgerald Analytics, and Konrad Kopczynscki, Director at Fitzgerald Analytics. Konrad and Jaime have applied customer profitability methodologies to dozens of clients.
At our breakfast event in Kuala Lumpur on November 6, attendees joined us to hear from industry leaders how insurance companies such as Aviva use Anaplan to solve the challenging problems of using Excel for actuarial modelling, budgeting, reporting and forecasting. They also learned how adoption of an agile planning application can transform the actuarial modeling and planning process in just a few days.
Help your small business clients get access to their financials from an operational perspective in common-speak language giving them meaningful choices for action as quick as necessary given current econominc and market pressures to imporve cash flow, breakeven and profit.
MindStream Analytics is a leading consulting firm focused on helping clients improve business understanding and decision making. With years of experience in the analytics and Business Performance Management area, MindStream offers services ranging from software selection and implementation to best practices for financial planning.
IT Infrastructure Management Powerpoint Presentation SlidesSlideTeam
Enhance your audiences knowledge with this well researched complete deck. Showcase all the important features of the deck with perfect visuals. This deck comprises of total of seventy slides with each slide explained in detail. Each template comprises of professional diagrams and layouts. Our professional PowerPoint experts have also included icons, graphs and charts for your convenience. All you have to do is DOWNLOAD the deck. Make changes as per the requirement. Yes, these PPT slides are completely customizable. Edit the colour, text and font size. Add or delete the content from the slide. And leave your audience awestruck with the professionally designed IT Infrastructure Management Powerpoint Presentation Slides complete deck. https://bit.ly/3sGXmkZ
Unleashing the Power of Analytics for Finance & ProcurementSAP Ariba
Using analytics tools to collect massive amounts of big data from your Procurement or Finance department is easy. However, extracting the meaning of that data, and using it to drive real value to your organization might be a real challenge.
In this session, Genaro will share SAP´s view on how the power of collective insight can be unleashed using leading edge business intelligence, agile visualizations and advance predictive analytics to all users, using any device.
Make Intelligent Decisions that Drive Business Value
Improving profitability is one of the highest priorities for business managers. The challenge is to identify and analyze profit-making activities by specific dimensions such as customers, products, channels, segments, and business units. Accurate data helps drive continuous profit improvement initiatives by helping businesses understand where and how to improve profitability.
The results can be staggering. Companies that leverage cost analytics
to focus on cost reduction can experience reductions of 3–5%, while those that focus on profitable growth and revenue initiatives can achieve 5–15% improvements. For example, a $4 billion financial services
firm added $600 million in annual profit enhancement by focusing on profitable growth and revenue rather than cost containment.
Longview Profitability Analytics leverages your company’s data to provide powerful insight into revenues, business costs, margins, and operations to help you develop profitable action plans.
Vendavo Profit Insights is an all-in-one SaaS solution that scales across large volumes of complex transactional data, utilizing advanced machine learning to proactively identify and alert users of margin optimization opportunities and business degradation events.
Sales teams can now deliver a superior customer experience by accessing the profitability and business risk insights they need to make instantaneous pricing and quoting decisions. Line of business (LOB) owners and pricing specialists can now identify the predictive, actionable insights they need for continuous profit and risk optimization.
A Good document helpful for people working on S4 HANA Finance. All slides shown in LAB Preview available in 1511 now.
If any one find sharing this document violating of copyright please let me know so I can remove.
Achieving Sales Performance Optimization Through Automated Incentive Compensa...Callidus Software
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SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for ResultsPlan4Demand
For more information visit www.plan4demand.com | email: info@plan4demand.com | or call 866-P4D-INFO
S&OP Solution Director, Andrew McCall, discusses how to best understand, evaluate and move forward with SAP S&OP powered by SAP HANA.
To view the recording of the event, visit http://bit.ly/SOPHANA
Key take-a-ways include:
• A quick review of the value and benefits of a high-performance Sales & Operations Planning Process
• A concise overview of exactly what functionality SAP's S&OP on HANA provides
• How the solution can best overcome common obstacles and drive process maturity
• Practical steps to get started
o Evaluating fit for your needs
o Framing a practical fit
o Planning requirements necessary for a successful pilot
If you are fatigued from a "Brute-Force" data intensive S&OP process that is often a day late and a dollar short, this solution is for you. Real-Time Information is no longer out of reach.
The event materials, questions we did not get to answer during the Q&A, as well as additional S&OP Materials, can be found in our S&OP Leadership Exchange LinkedIn Forum. We'd like to extend an invitation to you to join and leverage the experience of your peers & industry experts. http://linkd.in/SOPLeadershipExchange
If you’d be interested in setting up a one-on-one discussion with Andrew McCall, surrounding your process, needs & any specific questions you have, email jaime.reints@plan4demand.com to set up a time.
Check out this webinar on-demand at http://www.plan4demand.com/Video-Webinar-SAP-SOP-powered-by-SAP-HANA-Practical-Steps-to-Launch-for-Results
Best in Class Finance Transformation - Best Practices for the Finance FunctionProformative, Inc.
The evolution of the CFO role from controlling and reporting to strategy and support for the exec team now includes responsibility to deliver value for key stakeholders, such as investors. Top finance organizations are capable in multiple components of enterprise performance management (EPM), including strategic planning, execution, cost visibility, driver behavior, forecasting, planning, predictive analytics, ERM, and process productivity improverment (lean and Six Sigma). This workshop covers effective EPM frameworks, optimal organizational structure, talent management, leveraging technology to improve processes, and best practices for process change.
Speaker:
Birgit Starmanns, Senior Director, Solution Marketing, SAP
Presentation delivered at CFO Dimensions 2013
Workshop
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The structural design process is explained: Follow our step-by-step guide to understand building design intricacies and ensure structural integrity. Learn how to build wonderful buildings with the help of our detailed information. Learn how to create structures with durability and reliability and also gain insights on ways of managing structures.
An introduction to the cryptocurrency investment platform Binance Savings.Any kyc Account
Learn how to use Binance Savings to expand your bitcoin holdings. Discover how to maximize your earnings on one of the most reliable cryptocurrency exchange platforms, as well as how to earn interest on your cryptocurrency holdings and the various savings choices available.
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As an Army veteran dedicated to lifelong learning, I bring a disciplined, strategic mindset to my pursuits. I am constantly expanding my knowledge to innovate and lead effectively. My journey is driven by a commitment to excellence, and to make a meaningful impact in the world.
In the Adani-Hindenburg case, what is SEBI investigating.pptxAdani case
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FIA officials brutally tortured innocent and snatched 200 Bitcoins of worth 4...jamalseoexpert1978
Farman Ayaz Khattak and Ehtesham Matloob are government officials in CTW Counter terrorism wing Islamabad, in Federal Investigation Agency FIA Headquarters. CTW and FIA kidnapped crypto currency owner from Islamabad and snatched 200 Bitcoins those worth of 4 billion rupees in Pakistan currency. There is not Cryptocurrency Regulations in Pakistan & CTW is official dacoit and stealing digital assets from the innocent crypto holders and making fake cases of terrorism to keep them silent.
Navigating the world of forex trading can be challenging, especially for beginners. To help you make an informed decision, we have comprehensively compared the best forex brokers in India for 2024. This article, reviewed by Top Forex Brokers Review, will cover featured award winners, the best forex brokers, featured offers, the best copy trading platforms, the best forex brokers for beginners, the best MetaTrader brokers, and recently updated reviews. We will focus on FP Markets, Black Bull, EightCap, IC Markets, and Octa.
LA HUG - Video Testimonials with Chynna Morgan - June 2024Lital Barkan
Have you ever heard that user-generated content or video testimonials can take your brand to the next level? We will explore how you can effectively use video testimonials to leverage and boost your sales, content strategy, and increase your CRM data.🤯
We will dig deeper into:
1. How to capture video testimonials that convert from your audience 🎥
2. How to leverage your testimonials to boost your sales 💲
3. How you can capture more CRM data to understand your audience better through video testimonials. 📊
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdfthesiliconleaders
In the recent edition, The 10 Most Influential Leaders Guiding Corporate Evolution, 2024, The Silicon Leaders magazine gladly features Dejan Štancer, President of the Global Chamber of Business Leaders (GCBL), along with other leaders.
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.AnnySerafinaLove
This letter, written by Kellen Harkins, Course Director at Full Sail University, commends Anny Love's exemplary performance in the Video Sharing Platforms class. It highlights her dedication, willingness to challenge herself, and exceptional skills in production, editing, and marketing across various video platforms like YouTube, TikTok, and Instagram.
Best practices for project execution and deliveryCLIVE MINCHIN
A select set of project management best practices to keep your project on-track, on-cost and aligned to scope. Many firms have don't have the necessary skills, diligence, methods and oversight of their projects; this leads to slippage, higher costs and longer timeframes. Often firms have a history of projects that simply failed to move the needle. These best practices will help your firm avoid these pitfalls but they require fortitude to apply.
How to Implement a Real Estate CRM SoftwareSalesTown
To implement a CRM for real estate, set clear goals, choose a CRM with key real estate features, and customize it to your needs. Migrate your data, train your team, and use automation to save time. Monitor performance, ensure data security, and use the CRM to enhance marketing. Regularly check its effectiveness to improve your business.
Today, finance departments are challenged to play a more strategic role in their company. This means shifting the focus from executing rote tasks to providing greater analytical and forward-looking support to other parts of the organization. Moreover, there has been an increase in business regulation in the United States over the past Ventana Research Value Index: Financial Performance Management 2013 several years, while worldwide all companies are having to adapt to converging accounting standards. Information technology – and FPM software suites in particular – help finance executives make the transition to a more strategic role and meet the evolving challenges finance departments face.
Today, finance departments are challenged to play a more strategic role in their company. This means shifting the focus from executing rote tasks to providing greater analytical and forward-looking support to other parts of the organization. Moreover, there has been an increase in business regulation in the United States over the past Ventana Research Value Index: Financial Performance Management 2013 several years, while worldwide all companies are having to adapt to converging accounting standards. Information technology – and FPM software suites in particular – help finance executives make the transition to a more strategic role and meet the evolving challenges finance departments face.
Today, finance departments are challenged to play a more strategic role in their company. This means shifting the focus from executing rote tasks to providing greater analytical and forward-looking support to other parts of the organization. Moreover, there has been an increase in business regulation in the United States over the past Ventana Research Value Index: Financial Performance Management 2013 several years, while worldwide all companies are having to adapt to converging accounting standards. Information technology – and FPM software suites in particular – help finance executives make the transition to a more strategic role and meet the evolving challenges finance departments face.
How can we transform your industry with new technologies like Burberry is doing in Retail ? First and foremost, you need to overcome the issues caused by the current database landscapeOver the years unplanned growth in transactional databases and associated systems have complicated data infrastructure. As variety of data sources with growing volume are increasing, it is causing severe latency issues. Data once generated from transactions gets replicated to several locations for reporting. It gets processed for various end systems for analytics. This proliferations of data through various stages and processes has significantly increased latency resulting in slow response. As data from different sources is simultaneously pushed to the users, it results in usability issues.The overall architecture is extremely complex to manage given limited resources. This not only increases the risk of data management, such as security, privacy & availability. More data get dispersed, higher the risk. McKinsey report: United States alone faces a shortage of 140,000 to 190,000 people with deep analytical skills as well as 1.5 million managers and analysts to analyze big data and make decisions based on their findings
Today, finance departments are challenged to play a more strategic role in their company. This means shifting the focus from executing rote tasks to providing greater analytical and forward-looking support to other parts of the organization. Moreover, there has been an increase in business regulation in the United States over the past Ventana Research Value Index: Financial Performance Management 2013 several years, while worldwide all companies are having to adapt to converging accounting standards. Information technology – and FPM software suites in particular – help finance executives make the transition to a more strategic role and meet the evolving challenges finance departments face.
Predicting the future of predictive analytics Finance (50%; 47%), Sales (UK 45%; USA 52%) and Marketing (42%; 53%) are expected to benefit most from the effective use of predictive analytics The business as a whole (70%; 67%) is agreed to be the best driver of predictive analytics for optimal use in an organisationPredicting customer needs (80%; 90%) and market trends (78%; 90%) are seen to be valuable scenarios for which to use predictive analytics
Load data directly from you CO-PA tables in HANA, from any database or simply from text files
In this case: CO-PA data from HANA (CO-PA Accelerator)
Instantly see the data imported and select columns needed
See data stacked by dimension
Instantly see you data – in this case as bars over the months
Add planned profit, potentially imported from SAP BPC or the planning tool of your choice. Pull it directly from HANA if you’re running on BPC10 NW, HANA edition
Move to the “predict” tab on the top, and start your calculations
Better filter as you don’t need all of your data, so you can focus on the important
In this case select the time range you want to focus on.
We’d want to predict profit based on historic values using a standard algorithm delivered through Predictive Analysis. More algorithms can be found in the (optional) HANA Predictive Algorithm Library (PAL) or imported from open source “R” libraries
Select the measure that you want to calculate (in this case PROFIT) and the number of base periods you’d want to calculate (12 MONTHS in this case)
And see the results instantly.
Including the predicted 12 months into the future
Visualization as a chart through he powerful capabilities of the visualization engine…
Or like here as visualization through (SAP Lumira, aka Visual Intelligence) showing ACTUALS and the forecasted profit
It gets really interesting if you add the PLAN values and see the discrepancy between the PLAN and the predicted FORECAST
Modify the chart type and you can instantly figure the shortfall in PROFITS to be expected over the next months. Take action and revise your plan!
Visualizing the baseline (2007), the trend (2008-2010) and the predicted forecast (2011) in one grafic
Add external data to your analyses and calculations. IN this case we add population, imports, exports, unemployment rates, gas prices and some others to figure if there is a correlation between those indexes and our profits
Let the system do the merging work – in this case we have a matching dimension TIME
The data is now enriched with the external data that we uploaded. You can download this kind of data from public sources.
Write the new data set into a new flat file if you want.
Again, filter to the relevant dimension members if needed.
Leverage an “R” calculation model to find correlations between the external data dimensions (oil price, unemployment rate etc) and your PROFIT. This calculation is done in real time in the HANA box if you want, and again, no scripting needed.
Table view of the newly calculated data
Switch to the integrated data table view
And visualize the correlations between the dimensions, in this case gas price, unemployment rate and oil price
To add the profit in correlation to gasprice
Profit in correlation to XYZ (does this resonate? Should be UNRATE or something, right?)
Or visualize the elasticity of profit based on changes in oil price as an example (with the size of the bubble indicating the profit in a month)
Powerful predictive models include clustering: standard algorithms to be leveraged in order to find out about groups with similarity in certain dimensions
Definition of the calculation: input dimensions and number of wanted clusters. The complex calculation method is hidden from the user as this is an end user experience – no PhD needed
Results shown as a table
Results shown as a visualization. Note: top right grafic shows a relatively high density in cluster 4 with 40 occasions
Modifying the slider bottom left to cluster 4 shows that this is the most profitable cluster
Change the variable in the bottom left grafic to margin you can also see the margin contribution per cluster and analyze….
Analyze your profitable cluster 4 – in this case per country and customer in that cluster to take action
Now you want to analyze how the cluster 4 was created with a decision tree. Again: let the system do it for you, just choose the contributing factors from this definition wizard.
And show the decision tree: seeing that profit is above 151243 (in 57.53% of all cases), from a certain region….