This document provides an overview of a specialized information system that combines technologies, statistical models, and business knowledge to automate and optimize the manual credit checking process for contract activations. The key objectives of the system are to automate and optimize credit checking, minimize bad debt, provide risk measurements at the customer level, support flexible business rules, and provide advanced reporting capabilities. The system architecture utilizes a three-tier design with components for scoring models, a customer viewer interface, rule management, and reporting. Customer data, accounts, credit scores, and business rules are used to make automated credit checking decisions.
Streamlining aml processes through automation with aiVarun Mittal
This solution harnesses artificial intelligence and scalable algorithmic-based analytics to transform anti-money laundering (AML) processes, leading to improved risk coverage, reduced operational expenses and increased operational efficiencies.
IRIS-KYC solution assists securities firms to reduce time of client onboarding by up to 80%, eliminate paper and remove manual steps. Iris-KYC solution is designed with flexibility to meet an organisation’s business activities and integrate with core banking systems whilst meeting stringent compliance regulations. IRIS-KYC can be integrated into an organisation’s core systems or sit alongside existing financial applications for batch processing of documents and data.
Understanding and improving Level 3 Value Added Performance in the Further Ed...RCU
This report includes analysis of national value added performance data presented by RCU and case study from Harlow College on how value added performance works in practice.
Streamlining aml processes through automation with aiVarun Mittal
This solution harnesses artificial intelligence and scalable algorithmic-based analytics to transform anti-money laundering (AML) processes, leading to improved risk coverage, reduced operational expenses and increased operational efficiencies.
IRIS-KYC solution assists securities firms to reduce time of client onboarding by up to 80%, eliminate paper and remove manual steps. Iris-KYC solution is designed with flexibility to meet an organisation’s business activities and integrate with core banking systems whilst meeting stringent compliance regulations. IRIS-KYC can be integrated into an organisation’s core systems or sit alongside existing financial applications for batch processing of documents and data.
Understanding and improving Level 3 Value Added Performance in the Further Ed...RCU
This report includes analysis of national value added performance data presented by RCU and case study from Harlow College on how value added performance works in practice.
The role of Risk Assessment and Risk Management is to continuously Identify, Analyze, Plan, Track, Control, and Communicate the risks associated with a project.
The Webster’s definition of risk is the possibility of suffering a loss. Risk in itself is not bad. Risk is essential to progress and failure is often a key part of learning. Managing risk is a key part of success.
This document describes the foundations for conducting a risk assessment of a large-scale system development project. Such a project will likely include the procurement of Commercial Off The Shelf (COTS) products as well as their integration with legacy systems.
Hazard Identification, Risk Assessment and Risk Control (HIRARC) Malay versionNorrazman Zaiha Zainol
Pengenalpastian Hazard (Bahaya), Penaksiran Risiko dan Kawalan Risiko (HIRARC) dalam Bahasa Melayu. Langkah mengenalpasti bahaya dalam setiap pekerjaan dan cara mengawal risiko dari bahaya tersebut
A powerful, high-performance, customer assessment & management platform, acting as a single point of
reference regarding customer analytics, information & knowledge produced within the enterprise.
A single point of reference
for any customer assessment request
A powerful, high-performance, customer assessment & management platform, acting as a single point of
reference regarding customer analytics, information & knowledge produced within the enterprise. Customer
Intelligence Server provides insight into your customer management processes through solid analysis of the
information stored in your legacy systems and/or data warehouse. Our solution is based on a dynamic
customer analytics architecture that combines business knowledge with statistical models and cutting edge
software technologies in order to optimize customer interaction.
PromptCredit - Loans IT-solution for banks and financial organisations. Slide...Serge Ivanko
The Crediting system «The Prompt Credit» automates all the main business processes of the credit company.
The software product The Crediting system «The Prompt Credit» is a multi-tier application developed in C# with MS SQL Server 2000 database engine (about 200 tables, some tables have up to 10 million records). The development of the application was started under .NET Framework 1.1, and then it was migrated to.NET Framework 2.0. This is a Windows Forms application with a smart client which can work online and offline. Its architecture supports thousands of concurrent users, scalable layers, and an enhanced security model. The layers of the application communicate with each other with Web Services, .NET Remoting. The application is optimized to work with many records and to avoid database deadlocks. The source code conforms to the internal coding guidelines.
We believe digitization and automation are the means for institutions to drastically improve their compliance return on investment. Technology solutions like Risk Assessments, customer on boarding, cross-channel risk analysis, monitoring and screening, etc… should be looked at as part of the overall business plan and growth in order to achieve Strategic Compliance Planning.
Design complex, structured questionnaires, define surveys in terms of target group (consumers to be contacted), execution resources, planning and administration. Depending on the configured channels and timing, consumers will be invited to participate as they become eligible according to target group membership, triggers and randomization.
Customer experience measurements through Corporate Criterion become parts of the customer record – within the data warehousing or the Marketing database – ready to be cross-analyzed against any customer dimension and attribute.
Customer Feedback Management
Corporate Criterion enables systematic, on-going user experience management and analysis, across a wide range of customer touch points - continuous user experience feeds towards your management dashboards.
The Survey process. Redefined
Design complex, structured questionnaires, define surveys in terms of target group (consumers to be contacted), execution resources, planning and administration. Depending on the configured channels and timing, consumers will be invited to participate as they become eligible according to target group membership, triggers and randomization.
Customer experience measurements through Corporate Criterion become parts of the customer record – within the data warehousing or the Marketing database – ready to be cross-analyzed against any customer dimension and attribute.
The role of Risk Assessment and Risk Management is to continuously Identify, Analyze, Plan, Track, Control, and Communicate the risks associated with a project.
The Webster’s definition of risk is the possibility of suffering a loss. Risk in itself is not bad. Risk is essential to progress and failure is often a key part of learning. Managing risk is a key part of success.
This document describes the foundations for conducting a risk assessment of a large-scale system development project. Such a project will likely include the procurement of Commercial Off The Shelf (COTS) products as well as their integration with legacy systems.
Hazard Identification, Risk Assessment and Risk Control (HIRARC) Malay versionNorrazman Zaiha Zainol
Pengenalpastian Hazard (Bahaya), Penaksiran Risiko dan Kawalan Risiko (HIRARC) dalam Bahasa Melayu. Langkah mengenalpasti bahaya dalam setiap pekerjaan dan cara mengawal risiko dari bahaya tersebut
A powerful, high-performance, customer assessment & management platform, acting as a single point of
reference regarding customer analytics, information & knowledge produced within the enterprise.
A single point of reference
for any customer assessment request
A powerful, high-performance, customer assessment & management platform, acting as a single point of
reference regarding customer analytics, information & knowledge produced within the enterprise. Customer
Intelligence Server provides insight into your customer management processes through solid analysis of the
information stored in your legacy systems and/or data warehouse. Our solution is based on a dynamic
customer analytics architecture that combines business knowledge with statistical models and cutting edge
software technologies in order to optimize customer interaction.
PromptCredit - Loans IT-solution for banks and financial organisations. Slide...Serge Ivanko
The Crediting system «The Prompt Credit» automates all the main business processes of the credit company.
The software product The Crediting system «The Prompt Credit» is a multi-tier application developed in C# with MS SQL Server 2000 database engine (about 200 tables, some tables have up to 10 million records). The development of the application was started under .NET Framework 1.1, and then it was migrated to.NET Framework 2.0. This is a Windows Forms application with a smart client which can work online and offline. Its architecture supports thousands of concurrent users, scalable layers, and an enhanced security model. The layers of the application communicate with each other with Web Services, .NET Remoting. The application is optimized to work with many records and to avoid database deadlocks. The source code conforms to the internal coding guidelines.
We believe digitization and automation are the means for institutions to drastically improve their compliance return on investment. Technology solutions like Risk Assessments, customer on boarding, cross-channel risk analysis, monitoring and screening, etc… should be looked at as part of the overall business plan and growth in order to achieve Strategic Compliance Planning.
Design complex, structured questionnaires, define surveys in terms of target group (consumers to be contacted), execution resources, planning and administration. Depending on the configured channels and timing, consumers will be invited to participate as they become eligible according to target group membership, triggers and randomization.
Customer experience measurements through Corporate Criterion become parts of the customer record – within the data warehousing or the Marketing database – ready to be cross-analyzed against any customer dimension and attribute.
Customer Feedback Management
Corporate Criterion enables systematic, on-going user experience management and analysis, across a wide range of customer touch points - continuous user experience feeds towards your management dashboards.
The Survey process. Redefined
Design complex, structured questionnaires, define surveys in terms of target group (consumers to be contacted), execution resources, planning and administration. Depending on the configured channels and timing, consumers will be invited to participate as they become eligible according to target group membership, triggers and randomization.
Customer experience measurements through Corporate Criterion become parts of the customer record – within the data warehousing or the Marketing database – ready to be cross-analyzed against any customer dimension and attribute.
Feedback Management System The Criterion platform is a modern IT infrastructure which simplifies and empowers customer and employee survey lifecycle. Offers a new range of possibilities including continuous data flows (towards your marketing databases) and real-time analysis of the results. Corporate Criterion lets you design complex questionnaires and define surveys in terms of participants - consumers to be asked, execution resources, planning and administration. Electronic questionnaires become available to the authorized users, posting the answers directly to your database systems (data warehouse or marketing database). Data analysis and presentation is easier than ever through powerful reports performing in real time mode. Either
Customer Intelligence (also known as ‘Customer Analytics’ or ‘Customer Insight’) enables your marketing
experts to design and apply intelligent promotions or programs or any other special ‘treatment’ on the most
suitable customers, through the right channel and with the best timing effect, enabling ‘optimization’ of
customer interaction, significant improvement of customer experience and higher satisfaction levels
Banking Circle: Money Laundering Beware: A Modern Approach to AML with Machin...Neo4j
by Ruben Menke, Lead Data Scientist at Banking Circle
In this talk, Banking Circle will show how a modern computational method is essential in the fight against money laundering.
CAS/R enables marketing users to browser and analyze competition in terms of pricing on specific products. Beyond competition insight, CAS/R offers powerful tools for actionable decisions on your pricing policies, loyalty programs, personalized offers and more.
Intelligent Online marketing
CAS/R can be defined as an analytics framework for modern online retailers offering a wide range of marketing applications including product management, market analysis, Business Intelligence and predictive modeling. It is based on a powerful pricing database against your product catalogue and the ‘market’.
CAS/R includes several additional components enabling real-time, activity-based proposal generation for existing customers, dynamic product pricing schemes, personalized discount models, interactive market analysis and the intelligent alerting suite.
Similar to CONSUMER CREDIT RISK ASSESMENT, PREDICTION & MANAGEMENT SYSTEM (20)
The Minimum Viable product and why it is critical for a startup. How to get from an idea to an MVP through a prototype. How to speed up your software prototyping process. Techniques to help you experiment and capture feedback.
As a founder, It is very important to deeply understand the notion of the MVP. You need to use it as part of a method or a framework to help you make better product decisions – and mitigate or avoid known risks. So this definition by Eric Ries, defines the MVP as ‘ …a product with just enough features to satisfy early customers, and to provide feedback’.
Your MVP must solve the problem for your customers; your users should get value out of it; your MVP should be good enough so the users engage with it and potentially pay for it;
Your early customers should be so happy with your product to act as promoters – to recommend it to others and publicly share positive feedback.
https://www.theinnovationmode.com/
Moving from an idea to a Minimum Viable Product
A quick introduction to the notion of the MVP – what a Minimum Viable Product is, why you need, and why it is a critical success factor for startups
How to move from a problem to a properly-defined MVP - steps, activity and best practices to follow
the book: https://www.theinnovationmode.com/
No matter the type (corporate or public one) a hackathon is always a great opportunity to showcase your talent and skills: yes, hackathons are also about team spirit, innovation, collaboration and fun but the primary motivation of the typical participant is to win it and capitalize on that (reputation, opportunity, networking).
The competition is tough, the event itself is demanding with several hours or even days of ideation, coding, iterations and in some cases team challenges.
Is a great idea enough to win a hackathon? The short answer is NO.
You also need the right team, working practices, mentality and the right strategy. Consider the following practical hints to … hack the next hackathon.
Corporate hackathons provide a great way to inspire your team. They can also promote creativity, collaboration, and innovative thinking!
Hackathons are technology-driven and primarily about software — hence the software-centric element in the definition. A Hackathon is very demanding on participants — it requires not only great technical and coding skills but also ideation and presentation skills.
Participants are asked to come up with great ideas, formulate a prototype and prioritize wisely; then self-organize and execute — do quick research, prepare resources, write code, reuse existing components and systems and finally prepare a presentation — all in time-boxed scenario. The Hackathon may be focusing on known problems or business opportunities or technologies (stated upfront) or it could be open to any ideas with no particular constraints.
What’s next on Artificial Intelligence, Augmented Reality, Robotics, Data & Visualization and Blockchain
Technology is moving at an incredible pace. We live in an amazing era where things like autonomous cars, personalized medicine and quantum computing are becoming real as we speak; Artificial Intelligence, crypto-currencies, advanced automation, deep learning and concepts like Universal Basic Income are about to reshape our world.
The years to come will bring impressive technological breakthroughs with massive impact on our lives, markets and societies. In our connected world, with the unprecedented level of information, knowledge and ideas exchange, innovation is happening continuously, at scale and in several forms; it is driven by corporations, secret labs, universities, startups, research scientists or simply by thousands of creative individuals across the globe.
Datamine provides data-intensive information technology solutions & services for Telecoms, Banking & Retail industry. Our offering answers the needs of modern management for analytics, process insight, business & market intelligence.
Our products are based on CAS platform - Competition Analysis System - which enables a new range of capabilities for Market insight, price analytics, personalized customer offerings & market strategy. Click 'download' below to get a full corporate profile.
Expertise
Business Intelligence
Market Intelligence
Price Analytics
Data mining
Customer Segmentation
Marketing databases
Recommendation engines
Online CRM components
Campaign Optimization
An interactive product development & evaluation framework …… enabling quick definition of new banking products, and analysis against actual usage
A powerful Customer Interaction framework …… automating and optimizing product recommendations, according to strict business rules
A sophisticated Customer Analytics platform …… enabling customer, billing & usage analysis along with product suitability measures
Competition Analysis, for Telcos
Datamine’s Competition Analysis System is a sophisticated, highly engineered data processing and visualization platform providing telcos with outstanding analytical capabilities.
Tariff Optimization, Market Insight
CAS encapsulates the complexity of the typical, fuzzy telecom market enabling telecom professionals and decision makers to understand, study and model competitors, products and strategies through a set of well-defined, easy-to-use business components. By utilizing a powerful billing engine and numerous intelligent data management components, CAS makes tariff optimization and relevant decision-making a simple, robust and fruitful business procedure.
CAS extends to an interactive decision support environment with a wide range of KPIs and statistical figures on the evolution of the customer, tariff suitability, tariff performance, market positioning, competitor’s strategy and more.
Example apparatus and methods provide a gamified adaptive digital disc jockey (DDJ) that optimizes a media presentation based on an audience response according to a gamification process. The DDJ receives data about audience members and determines a state and dynamic of the audience in response to a portion of the media presentation or the dynamics of the media presentation. The DDJ identifies audience leaders or laggards from gamification data or patterns about audience members. The gamification scores may be computed from the reactions or behaviors of audience members. The DDJ automatically adapts the media presentation based on the state and dynamic of the audience in general and/or based on the reactions of people with certain gamification scores. Data relating states, dynamics, gamification scores, and tracks or sequences of tracks from previous presentations may help plan and optimize the presentation and may be stored for planning future presentations.
A device is disclosed for enabling a user to navigate between content using gaze tracking. The device includes a presentation component for presenting a plurality of content to a user in user interface (UI) windows. A camera captures the gaze of the user, and components described herein control focus of the UI windows presented to the user based on the gaze. Multiple UI windows of varying content may be displayed to the user. A processor determines, from the captured gaze, where the user is looking, and the UI window located at the user's gaze point is brought into focus and controlled by the user's gaze. As the user looks to other UI windows, focus is seamlessly moved from one UI window to the next to correspond with what the user is looking at, providing an implicit way to control digital content without conventional computer commands, actions, or special requests.
ORGANIZATION, RETRIEVAL, ANNOTATION AND PRESENTATION OF MEDIA DATA FLES USING...George Krasadakis
A computer system automatically organizes, retrieves, anno
tates and/or presents media data files as collections of media
data files associated with one or more entities, such as
individuals, groups of individuals or other objects, using
context captured in real time from a viewing environment.
The computer system presents media data from selected
media data files on presentation devices in the viewing
environment and receives and processes signals from sen
sors in that viewing environment. The processed signals
provide context, which can be used to select and retrieve
media data files, and can be used to further annotate the
media data files and/or other data structures representing
collections of media data files and/or entities. In some
implementations, the computer system can be configured to
be continually processing signals from sensors in the view
ing environment to continuously identify and use the context
from the viewing environment.
An interactive tariff development & evaluation framework enabling quick definition of new tariffs, validation and analysis against actual usage; A powerful Customer Interaction framework automating and optimizing tariff recommendations, according to strict business rules; A sophisticated Customer Analytics platform enabling customer, billing & usage analysis along with tariff suitability measures
Το ςφγχρονο ανταγωνιςτικό περιβάλλον, ςε ςυνδυαςμό με τθ διαρκϊσ εντεινόμενθ προςπάκεια των
επιχειριςεων για άμεςθ και εφςτοχθ ανταπόκριςθ ςτισ ανάγκεσ του πελάτθ, οδθγεί ςε απαιτθτικζσ και ςφνκετεσ
διαδικαςίεσ πϊλθςθσ - τόςο ωσ προσ τθν εκτζλεςθ όςο και ωσ προσ τθν παρακολοφκθςι τουσ. Ταυτόχρονα, οι
διαδικαςίεσ αυτζσ πρζπει να είναι ευκυγραμμιςμζνεσ με ςυγκεκριμζνεσ εςωτερικζσ πολιτικζσ, ςτόχουσ ανάπτυξθσ
ι και περιοριςμοφσ – όπωσ κακορίηονται από τθν εκάςτοτε διοίκθςθ. Η νζα αυτι πραγματικότθτα - πολλαπλζσ
(και κατά περίπτωςθ ανταγωνιςτικζσ) διαδικαςίεσ που εμπλζκονται ςτον κφκλο πώλθςθσ τθσ τυπικισ επιχείρθςθσ,
ςε ςυνδυαςμό με τισ ιδιαίτερα αυξθμζνεσ απαιτιςεισ από τθν πλευρά του πελάτθ- αναδεικνφει τθν ανεπάρκεια
των παραδοςιακϊν μεκόδων ανάλυςθσ πωλιςεων και προςδιορίηει τθν ανάγκθ για αποτελεςματική ανάλυςη
του κφκλου πώληςησ.
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Cracking the Workplace Discipline Code Main.pptxWorkforce Group
Cultivating and maintaining discipline within teams is a critical differentiator for successful organisations.
Forward-thinking leaders and business managers understand the impact that discipline has on organisational success. A disciplined workforce operates with clarity, focus, and a shared understanding of expectations, ultimately driving better results, optimising productivity, and facilitating seamless collaboration.
Although discipline is not a one-size-fits-all approach, it can help create a work environment that encourages personal growth and accountability rather than solely relying on punitive measures.
In this deck, you will learn the significance of workplace discipline for organisational success. You’ll also learn
• Four (4) workplace discipline methods you should consider
• The best and most practical approach to implementing workplace discipline.
• Three (3) key tips to maintain a disciplined workplace.
Enterprise Excellence is Inclusive Excellence.pdfKaiNexus
Enterprise excellence and inclusive excellence are closely linked, and real-world challenges have shown that both are essential to the success of any organization. To achieve enterprise excellence, organizations must focus on improving their operations and processes while creating an inclusive environment that engages everyone. In this interactive session, the facilitator will highlight commonly established business practices and how they limit our ability to engage everyone every day. More importantly, though, participants will likely gain increased awareness of what we can do differently to maximize enterprise excellence through deliberate inclusion.
What is Enterprise Excellence?
Enterprise Excellence is a holistic approach that's aimed at achieving world-class performance across all aspects of the organization.
What might I learn?
A way to engage all in creating Inclusive Excellence. Lessons from the US military and their parallels to the story of Harry Potter. How belt systems and CI teams can destroy inclusive practices. How leadership language invites people to the party. There are three things leaders can do to engage everyone every day: maximizing psychological safety to create environments where folks learn, contribute, and challenge the status quo.
Who might benefit? Anyone and everyone leading folks from the shop floor to top floor.
Dr. William Harvey is a seasoned Operations Leader with extensive experience in chemical processing, manufacturing, and operations management. At Michelman, he currently oversees multiple sites, leading teams in strategic planning and coaching/practicing continuous improvement. William is set to start his eighth year of teaching at the University of Cincinnati where he teaches marketing, finance, and management. William holds various certifications in change management, quality, leadership, operational excellence, team building, and DiSC, among others.
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. 📊
Unveiling the Secrets How Does Generative AI Work.pdfSam H
At its core, generative artificial intelligence relies on the concept of generative models, which serve as engines that churn out entirely new data resembling their training data. It is like a sculptor who has studied so many forms found in nature and then uses this knowledge to create sculptures from his imagination that have never been seen before anywhere else. If taken to cyberspace, gans work almost the same way.
Falcon stands out as a top-tier P2P Invoice Discounting platform in India, bridging esteemed blue-chip companies and eager investors. Our goal is to transform the investment landscape in India by establishing a comprehensive destination for borrowers and investors with diverse profiles and needs, all while minimizing risk. What sets Falcon apart is the elimination of intermediaries such as commercial banks and depository institutions, allowing investors to enjoy higher yields.
3.0 Project 2_ Developing My Brand Identity Kit.pptxtanyjahb
A personal brand exploration presentation summarizes an individual's unique qualities and goals, covering strengths, values, passions, and target audience. It helps individuals understand what makes them stand out, their desired image, and how they aim to achieve it.
Memorandum Of Association Constitution of Company.pptseri bangash
www.seribangash.com
A Memorandum of Association (MOA) is a legal document that outlines the fundamental principles and objectives upon which a company operates. It serves as the company's charter or constitution and defines the scope of its activities. Here's a detailed note on the MOA:
Contents of Memorandum of Association:
Name Clause: This clause states the name of the company, which should end with words like "Limited" or "Ltd." for a public limited company and "Private Limited" or "Pvt. Ltd." for a private limited company.
https://seribangash.com/article-of-association-is-legal-doc-of-company/
Registered Office Clause: It specifies the location where the company's registered office is situated. This office is where all official communications and notices are sent.
Objective Clause: This clause delineates the main objectives for which the company is formed. It's important to define these objectives clearly, as the company cannot undertake activities beyond those mentioned in this clause.
www.seribangash.com
Liability Clause: It outlines the extent of liability of the company's members. In the case of companies limited by shares, the liability of members is limited to the amount unpaid on their shares. For companies limited by guarantee, members' liability is limited to the amount they undertake to contribute if the company is wound up.
https://seribangash.com/promotors-is-person-conceived-formation-company/
Capital Clause: This clause specifies the authorized capital of the company, i.e., the maximum amount of share capital the company is authorized to issue. It also mentions the division of this capital into shares and their respective nominal value.
Association Clause: It simply states that the subscribers wish to form a company and agree to become members of it, in accordance with the terms of the MOA.
Importance of Memorandum of Association:
Legal Requirement: The MOA is a legal requirement for the formation of a company. It must be filed with the Registrar of Companies during the incorporation process.
Constitutional Document: It serves as the company's constitutional document, defining its scope, powers, and limitations.
Protection of Members: It protects the interests of the company's members by clearly defining the objectives and limiting their liability.
External Communication: It provides clarity to external parties, such as investors, creditors, and regulatory authorities, regarding the company's objectives and powers.
https://seribangash.com/difference-public-and-private-company-law/
Binding Authority: The company and its members are bound by the provisions of the MOA. Any action taken beyond its scope may be considered ultra vires (beyond the powers) of the company and therefore void.
Amendment of MOA:
While the MOA lays down the company's fundamental principles, it is not entirely immutable. It can be amended, but only under specific circumstances and in compliance with legal procedures. Amendments typically require shareholder
Premium MEAN Stack Development Solutions for Modern BusinessesSynapseIndia
Stay ahead of the curve with our premium MEAN Stack Development Solutions. Our expert developers utilize MongoDB, Express.js, AngularJS, and Node.js to create modern and responsive web applications. Trust us for cutting-edge solutions that drive your business growth and success.
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What are the main advantages of using HR recruiter services.pdfHumanResourceDimensi1
HR recruiter services offer top talents to companies according to their specific needs. They handle all recruitment tasks from job posting to onboarding and help companies concentrate on their business growth. With their expertise and years of experience, they streamline the hiring process and save time and resources for the company.
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...BBPMedia1
Marvin neemt je in deze presentatie mee in de voordelen van non-endemic advertising op retail media netwerken. Hij brengt ook de uitdagingen in beeld die de markt op dit moment heeft op het gebied van retail media voor niet-leveranciers.
Retail media wordt gezien als het nieuwe advertising-medium en ook mediabureaus richten massaal retail media-afdelingen op. Merken die niet in de betreffende winkel liggen staan ook nog niet in de rij om op de retail media netwerken te adverteren. Marvin belicht de uitdagingen die er zijn om echt aansluiting te vinden op die markt van non-endemic advertising.
2. http://www.datamine.gr
Contents
System Overview
System Objectives
Credit checking: a typical case
Automated Credit checking: Overview
Technology - System Architecture
Customer Model
Scoring Model
Credit Scoring: Properties - Key Input
Business Logic: Policies & Rules
Customer Viewer – Sample screen
Reporting capabilities
3. http://www.datamine.gr
A specialized Information System that combines cutting edge technologies, statistical models and business
knowledge in order to optimize and automate the manual credit checking within contract activation process.
Key characteristics of the system are:
System Overview
Single point of reference: a centralized system with up-to-date
Information regarding customer evaluation, usage & payment
Overall customer picture: physical customer metadata, statistical
scores, descriptive statistics, billing & payment history, product &
services information organized in a single enterprise-wide application
(‘Customer Viewer’ – web interface).
Business Logic Interface: a subsystem that allows policy and rule
management. Supports unlimited policies with unlimited rules over a
large set of parameters that ensure maximum flexibility in designing or
implementing business logic.
Performance Measurement infrastructure: advanced reporting and
analysis capabilities allow policy & rule performance evaluation and
optimization.
Business Intelligence infrastructure: a general, extensible data mart
that can be enriched with scores, traffic patterns thus enhanced into a
‘Marketing Database’
decision
decision
POS - USER
CUSTOMER
BILLING ACTIVATION
PAYMENT FRAUD
Raw data
request
Credit Checking Process
CREDIT
CHECKING LOGIC
USER DEFINED RULES
INTERFACES
SYNC PROCESSES
STATISTICAL MODELS
CREDIT CHECKING
SYSTEM
request
4. http://www.datamine.gr
System Objectives
Automate & optimize credit checking – contract activation process
Minimize & control bad dept
Understand bad payment behavior - Identify systematic behaviors-patterns, Fraudulent cases
Measure Risk – provide quantitative figures at customer level
Provide business flexibility: support unlimited, user-defined rules
Integrate related processes (external credit check, deposit schemes etc)
Exchange credit risk information with other companies, without exposing sensitive customer data
(within the same group of companies)
Design a robust, extensible database with enhanced data quality, ready to be extended a customer
analytics database or Marketing Database
Provide advanced reporting capabilities for monitoring & performance evaluation
Incorporate predictive modeling
5. http://www.datamine.gr
Credit checking: a typical case
Complex, time consuming process, manual processing
Subjective decision, depends heavily on the user (rep)
Non optimized (loss of customers with strict rules, bad dept generation with flex rules)
Incomplete or misleading data, not a complete, objective picture of the customer (treats the line instead
of the customer)
Activation Policies,
Business Rules,
Deposit schemes,
Fraud Cases
POS
USER
CUSTOMER
WORKFLOW
BALANCE
- STATUS
RECENT
REQUESTS
FRAUD
STATUS
BILLING
HISTORY
PAYMENT
BEHAVIOR
EXTERNAL
CREDIT
AGENCIES
COMMON
‘MARKET
BLACKLISTS’
INTERNAL
BLACKLIST
PENDING –
SUSPICIUS
REQUESTS
EXISTING CUSTOMERS ALL CUSTOMERS
application
raw data - transactional
Credit Risk raw data
decision
BILLING
ACTIVATION
PAYMENT
FRAUD
LEGACY SYSTEMS
Credit Checking Procedure
Increased cost (due to external credit Agencies)
Increased Fraud/ Bad dept cases - Limited business flexibility
Insufficient process monitoring & reporting
6. http://www.datamine.gr
Automated Credit checking: Overview
application
decision
POS
USER
CUSTOMER
CREDIT
CHECKING
SYSTEM
COMPLEX CREDIT
CHECKING LOGIC BILLING
ACTIVATION
PAYMENT
FRAUD
LEGACY SYSTEMS
decision
Raw
data
Logic
Business rules
request
Credit Checking Overview
Provide an overall, objective picture of the physical customer
Well-defined, flexible business logic from user to system
Release Human resources – minimize manual intervention
Integrate other processes or systems (such as Fraud, or CRM related)
Minimization of external credit agencies cost
Automated check: Minimization of activation time
Identification of Fraud patterns
Advanced monitoring & reporting (OLAP) along with Customer Risk Analysis
Use Credit Risk in Segmentation schemes - Loyalty – Campaign management processes
7. http://www.datamine.gr
Technology - System Architecture
BILLING
ACTIVATION
PAYMENT
FRAUD
Customer
Viewer
LEGACY SYSTEMS
Credit Scoring System
synch
processes
analytics
database
scoring
models
on-line
component
COM
libraries
Report
Manager
Rule
Manager &
Sys Admin
SERVER SIDEMIDDLEWARECLIENT SIDE
Cutting edge technology: .NET, 3-tier architecture, XML interfaces, Database server independent, web based
client, smart clients. Scalable, modular approach, Open Architecture (API)
Scoring Model: Core component that implements statistical models, built-in and/or external
Customer Viewer: web based client that enables customer management
Report manager: Windows based sub-system exposing OLAP functionality
COM libraries: Set of components that provide customer model & statistical data
On-Line component: A centralized component answering ‘user’ requests
Synch processes: The processes that enforce synchronization with production systems & data cleansing rules
Rule Manager: Windows based sub-system allowing policy & rule management (insert, modify, release, suspend)
8. http://www.datamine.gr
Customer Model
The structure is based on the Physical Customer (physical or legal entity)
Provides Overall & detailed (Partial) picture of the customer
Uses a Weight Factor model that ‘understands’ the importance of each account – in the context of the
physical customer- and readjusts the overall score and other stats
Physical Customer
Account #1
Contract – Line #1
Contract – Line #n
Billing, Payment
Tariff, Services
Tariff, Services
Demographics, customer
history, ratings, memberships
Account #n
Contract – Line #1
Contract – Line #n
Billing, Payment
Tariff, Services
Tariff, Services Scoring
Engine
Score, statistics,
weight factor
Score, statistics,
weight factor
Weight
Model
Overall credit score
PartialScore
PartialScore
9. http://www.datamine.gr
Scoring Model
Credit Scoring models are build on historical-transactional data, incorporating customer payment
behavior into a single number.
Can be used for comparative analysis of the customer base
Allow using ‘payment behavior’ as criterion in complex selection or assessment processes
Allows development global segmentation scheme based on payment behavior
Provides a framework for monitoring customer base & Activation process versus time
0%
4%
8%
12%
(%)Percent
Customer base distribution based on Credit Score
HIGH RISKLOW RISK
CREDIT RISK
NORMAL
10. http://www.datamine.gr
Credit Scoring: Properties
Expressed as percent (%) - easy to interpret
It is ‘event based’ which means that it can be extended to ‘near real time’
It is weighted,assigns different importance to different accounts of the same customer, or different events of
the same account.
It is dynamic, the system tends to ‘forget’ previous ‘bad’ history data given a recent ‘good’ behavior
It is configurable, receives several parameters (weights for reasons, ‘memory factor’ or event reasons)
Billing: monthly bill invoices
Payment detailed payment data (optional)
Events on customer behavior (ticklers) communication with customer care
along with reason and results
Account Event History: Suspension, Reactivation, Cancellation
Service activation & usage History: which services, for how long and with what usage.
Account life Statistics: tenure, special properties (tariff model, services)
Customer level Statistics: geo-demographics, socioeconomic, total billing & payment figures, typologies
Credit Scoring: Key Input
11. http://www.datamine.gr
Business Logic: Policies & Rules
A ‘policy’ is defined as a set of complex business rules that enable different treatment of
(potential) customers based on several characteristics. Policies can be
User Defined, based on business logic over a set of predefined parameters – UDP
Statistically Derived based on a statisticaldata mining models - SDP
UDP are easy to be implemented through the graphical user interface of the system (Policy Manager). Apply mostly
to existing customers (having at least a basic history within the company).
UDR, are arbitrarily developed based mostly on user experience, perception and business understanding
SDP can be used for new customers with no further (internal) information. SDP are usually Decision trees rule sets.
UDR & SDR can work in parallel with a complementary logic.
Policies & rules can be defined as conditional based of time period or flow management requests. For example
during a peak-period (e.g. Christmas) with massive promotions the system automatically activates a different set of
rules.
12. http://www.datamine.gr
Business Logic: Policies & Rules
Customer type (legal or physical)
Profession category
Age Class
Nationality/Area
Fiscal Code – data integrity
Credit Score
Recent request History
Pending Requests
Current request (Service or Product)
BalanceSource analysis
Billing history (averages, variation)
Amount Paid
Number of contracts- lines per status
Outlier detection flag
Traffic patterns
Blacklist Flag
Automatic Fraud Alert
Input Variables
Activate - unconditional
Activate – conditional, request deposit
Send for additional manual check
Send for external Credit Evaluation
Reject Application
Actions + Reasoning
If Score is greater than [70%]
and (customer (physical) has balance and average
invoice is between 100 and 200 Euro,
Or customer (physical) has an balance greater than
1000 Euro, and balance is delayed)
and requested service is (professional or corporate)
and customer seniority is less than 1 year
.…………………………………………………………….
……………………………………………………………….
……………………………………………………………….
then hold the application for extra internal credit checking and
request additional data from external credit agencies
13. http://www.datamine.gr
Reporting Capabilities
OLAP functionality with key dimensions:
User
Policy
Rule
Time
Decision (Action)
Tariff model
Current Status
Predefined Reporting
A set of named, parameterized reports that answer specific business needs along with search and grouping
functionality for effective management.
Dynamic Reporting
The dynamic reporting module will be based on advanced report generation modules that will allow the
authorized users to combine available dimensions, measures and filters in order to build specialized reports.
Drill down functionality, to support hierarchies
Drill through functionality, to generate lists of cases
Direct export to MS Excel, PDF
14. http://www.datamine.gr
Overall Architecture
DATA PROVIDERS
BILLING SYSTEM
Physical Customer Entity,
Customer profile,
account and contract
data, Products & Services,
Transaction
History (Billing,
Payment, Activation
Requests),
Tariff Models
CUSTOMER CARE-CRM
Contact History
(CRM Loyalty
activities programs,
Complaints-CTI)
MARKETING DATA
Product & Services
Promotions,
Campaigns, Surveys,
marketing Studies
EXTERNAL DATA
External Credit bureau
data, external databases
TRAFFIC DATA
CDR raw data (In-out),
Network structure
QoS data
ERP, ACTIVATION,
PROVISIONING
Products, Dealer,
Application data
OLAP & Reporting system
FRONT-END APPLICATIONS
Operational CRM-CC system
Customer Base segmentation
Campaign Management
Customer Viewer
Customer base KPIs monitor
POS network analyzer
Physical
Customer Data,
Account & Contact,
Customer Scores
Billing data
Payment behavior
Segmentation data
Utilization profile &
Traffic patterns
ETL
processes
DATA WAREHOUSE
CRM datamart
Sales datamart
Network datamart
MKT data mart
Statistical
Models
Customer
Intelligence
Database
Traffic
Processing
XML
interface
Policy Manager
Reporting Module
Customer Viewer
Sync
Processes
Customer KPI viewer
Segmentation System
CUSTOMER ANALYTICS
ACTIVATION PROCESS
Deposit Scheme
UPGRADE PROCESS
Customer eligibility
LOYALTY SYSTEM
Loyalty schemes
CAMPAIGN
Eligibility Check
CALL CENTER
Customer profile
BUSINESS PROCESSES
On-Line
component
15. http://www.datamine.gr
Customer analytics – the complete picture
A single component with business logic for every customer assessment-related
function of the enterprise. Typical applications include:
Activation Process: Is the customer eligible for a new line or service? Under what condition?
Loyalty – Point Scheme: Is the customer eligible for point redemption?
Terminal Upgrade: Is the customer eligible for terminal upgrade? What’s the exact offer based on
commercial policy?
Campaign management: Eligibility for campaign-specific offer?
Segmentation Schemes (Micro & Micro): What is the segment for a specific customer?
Customer
Viewer
Credit Scoring System
synch
processes
analytics
database
scoring
models
on-line
component
COM
libraries
Report
Manager
Rule
Manager &
Sys Admin
SERVER SIDEMIDDLEWARECLIENT SIDE Churn Prediction
Loyalty System
Terminal Upgrade
Segmentation &
Campaign
management
Customer Base KPI
Monitoring
Customer analytics – The marketing database