1. The document discusses how to lay the foundation for a smooth robotic process automation (RPA) implementation through various steps such as performing an organizational assessment, defining a target operating model, mapping stakeholders, assessing the automation portfolio, and building, delivering, and supporting RPA processes.
2. It emphasizes the importance of understanding what RPA can and cannot do, selecting the right tools, integrating with the enterprise, and allowing time for adoption. RPA requires a change in mindset and redeploying staff from routine tasks to more value-added activities.
3. The recipe for a smooth RPA implementation includes embedding and scaling the automation by creating a reference architecture, capturing the business case and benefits plan, and
How RPA improves financial KPIs - DocProcessDocProcess
DocProcess is a cloud finance and accounting automation solution based on Robotic Process Automation and eInvoicing. Designed for enterprises, SSCs and BPOs. Our solution, DocXchange helps companies automate their Accounts Payable and Accounts Receivable operations with robots in the cloud (RaaS).
Chazey europe ritz hotel london-shared services roundtable-rpaDaniel Lawrence
Beginners guide to Intelligent Process Automation and RPA, with hints, tips, best practices and case studies to help navigate RPA and start your automation roadmap and journey on the right footing
Robotic Process Automation RPA Guide for Financial InstitutionsVishal Raina
Robotic Process Automation (RPA) is all about building intelligent automations for an enterprise.
Centrally automating, managing & tracking business processes that are executed by robots in all the departments of an organisation.
By adopting RPA, financial institutions can overcome many of these barriers like back-office transactional, rules-based operations and achieve operational efficiency, flexibility, accuracy and enhanced performance at an enterprise level.
In the webinar, Eric Liebross, Auxis Senior VP of Back Office Optimization, provides insights into some of the truths and myths of Robotic Process Automation (RPA), some of the significant benefits it can provide, demonstrated a real-world live demo, and more.
We hope you find the highlighted information in this presentation useful for your RPA initiatives.
View the live demo here: https://www.auxis.com/rpa-demo
The Protiviti View: RPA governance as enabler for value and acceptance of Rob...Erwin de Man
Capturing the vast benefits of Robotic Process Automation (RPA) and improving performance makes sense. In oder to excel with RPA and maximise the value and acceptance in the organisation, decision makers need to address its governance.
Watch the webinar replay: https://www.hfsresearch.com/webinars/webinar-getting-rpa-to-scale
Access all HfS webinars: www.hfsresearch.com/webinars/
Understanding the key elements of a transformational enterprise-wide RPA implementation
Despite all its promise, the majority of RPA projects today never progress beyond pilot programs. Fortunately, there are enough successful enterprise-scale RPA implementations available today to learn about well-planned RPA initiatives that go beyond the hype.
In this webinar, experts from HfS, Automation Anywhere, EY and Societe Generale will discuss the evolution of Intelligent Automation and RPA, and discuss the challenges (and solutions) are faced and overcome during a transformational enterprise-wide RPA implementation. What are the must-have functional capabilities that make an RPA platform rapidly deployable, highly scalable, granularly secure and, therefore, truly transformational for an enterprise?
What you'll learn:
- What are the key lessons learned from early RPA deployments?
- What are the main levers to scale those deployments?
- How are the RPA technologies and approaches evolving?
Speakers:
- Sumeet Pathak, Senior Vice President, Global Solution Center, Societe Generale
- Sharda Cherwoo, Senior Advisory Partner, Intelligent Automation, EY
- Kashif Mahbub, Vice President, Product Marketing, Automation Anywhere
- Phil Fersht, CEO and Chief Analyst, HfS
- Tom Reuner, Senior Vice President, Intelligent Automation and IT Services, HfS
- John O'Brien, Research Director, RPA Customer Experiences, HfS
How RPA improves financial KPIs - DocProcessDocProcess
DocProcess is a cloud finance and accounting automation solution based on Robotic Process Automation and eInvoicing. Designed for enterprises, SSCs and BPOs. Our solution, DocXchange helps companies automate their Accounts Payable and Accounts Receivable operations with robots in the cloud (RaaS).
Chazey europe ritz hotel london-shared services roundtable-rpaDaniel Lawrence
Beginners guide to Intelligent Process Automation and RPA, with hints, tips, best practices and case studies to help navigate RPA and start your automation roadmap and journey on the right footing
Robotic Process Automation RPA Guide for Financial InstitutionsVishal Raina
Robotic Process Automation (RPA) is all about building intelligent automations for an enterprise.
Centrally automating, managing & tracking business processes that are executed by robots in all the departments of an organisation.
By adopting RPA, financial institutions can overcome many of these barriers like back-office transactional, rules-based operations and achieve operational efficiency, flexibility, accuracy and enhanced performance at an enterprise level.
In the webinar, Eric Liebross, Auxis Senior VP of Back Office Optimization, provides insights into some of the truths and myths of Robotic Process Automation (RPA), some of the significant benefits it can provide, demonstrated a real-world live demo, and more.
We hope you find the highlighted information in this presentation useful for your RPA initiatives.
View the live demo here: https://www.auxis.com/rpa-demo
The Protiviti View: RPA governance as enabler for value and acceptance of Rob...Erwin de Man
Capturing the vast benefits of Robotic Process Automation (RPA) and improving performance makes sense. In oder to excel with RPA and maximise the value and acceptance in the organisation, decision makers need to address its governance.
Watch the webinar replay: https://www.hfsresearch.com/webinars/webinar-getting-rpa-to-scale
Access all HfS webinars: www.hfsresearch.com/webinars/
Understanding the key elements of a transformational enterprise-wide RPA implementation
Despite all its promise, the majority of RPA projects today never progress beyond pilot programs. Fortunately, there are enough successful enterprise-scale RPA implementations available today to learn about well-planned RPA initiatives that go beyond the hype.
In this webinar, experts from HfS, Automation Anywhere, EY and Societe Generale will discuss the evolution of Intelligent Automation and RPA, and discuss the challenges (and solutions) are faced and overcome during a transformational enterprise-wide RPA implementation. What are the must-have functional capabilities that make an RPA platform rapidly deployable, highly scalable, granularly secure and, therefore, truly transformational for an enterprise?
What you'll learn:
- What are the key lessons learned from early RPA deployments?
- What are the main levers to scale those deployments?
- How are the RPA technologies and approaches evolving?
Speakers:
- Sumeet Pathak, Senior Vice President, Global Solution Center, Societe Generale
- Sharda Cherwoo, Senior Advisory Partner, Intelligent Automation, EY
- Kashif Mahbub, Vice President, Product Marketing, Automation Anywhere
- Phil Fersht, CEO and Chief Analyst, HfS
- Tom Reuner, Senior Vice President, Intelligent Automation and IT Services, HfS
- John O'Brien, Research Director, RPA Customer Experiences, HfS
Robotic Process Automation End-to-End Implementation RoadmapChazey Partners
RPA is a software solution, commonly referred to as “bots”, which mimic or automate tasks normally performed by humans interacting with data between systems. In common definitions RPA essentially comes down to removing human beings from operations that are repetitive evaluations requiring rules based decision criteria. Whereas automation addresses high volume repetitive tasks, RPA is the next step to include decision making under a controlled set of parameters. Like with other transformations, business leaders should adopt a structured framework with clear, tangible benefits and correctly defined expectations before embarking on an RPA journey. This Robotic Process Automation handbook offers you a clear, structured framework with which to launch and implement your RPA program. It ensures the technology is integrated well within existing systems and business operations and empowers your business to be future ready with dynamic adjustment of processes along your automation journey.
Design Centric RPA Approach: The Jidoka Examplevmic
Authored by "RPA Evangelist" Deepak Sharma, this paper is focused on taking a deep dive into exploring the Design Centric Approach to Robotic Process Automation, and bringing out insights why it is important for complex strategic RPA implementations, what are the key aspects of this approach, and how to implement this approach by taking the example of Jidoka RPA product.
For a successful RPA implementation, it is highly important that a strategy is designed to ensure key performance metrics are defined and the ROI can be analyzed.
Understanding the technology, its impact and limitations are essential in convincing C-suite executives to onboard a new technology.
RPA assists in increasing process accuracy, improves workforce output efficiency, helps achieving service commitments. It provides enhanced customer experience and decreases the time to market for launching new services and products.
Effort reduction through automation and the reduction of cost per transaction will be a key factor in designing a RPA solution. RPA will enable humans to focus on tasks which they are better at, and relieve them from performing repetitive and mundane tasks boosting the employee morale and improving their productivity.
Presented at RPA Summit in Bengaluru on May 11th, 2018.
http://rpaconferences.in/
Top 5 RPA Myths Dispelled | Webinar DeckEverest Group
The world is talking about RPA, but in all of the discussion, myths are rising to the surface and spreading unchecked.
In this webinar, Chief Research Guru Michel Janssen and Practice Director Sakshi Garg address these myths head on and dispel them with fact-packed research pulled from our latest analysis of more than 50 enterprises. This research is pulled from our first-of-its-kind report, Enterprise RPA Adoption | Pinnacle Model™ Assessment 2018.
Robotic Process Automation for Mid-Tier IT / ITES organizationsSuhas Dutta
RPA can be a boon for small or mid tier ITES organizations , either in terms of providing new IT services, opening up new revenue lines or even doing cost take out by straight out labour reduction. RPA can also help you reduce attrition thus protecting against revenue loss
Robotic Process Automation for Financial ServicesAppian
Robotic Process Automation (RPA) is emerging as a cost-effective technique to get work done in Financial Services Institutions (FSIs).
With the advent of RPA, executives should reconsider how they manage organizational business processes and support information technology.
Learn more about robotic process automation and the transformation continuum in this executive perspective: http://ap.pn/2jYWrMG
RPA at Full Scale. Advancing From Initial Success to Sustainable AutomationUiPath
The question everyone is asking right now is this: how do I transition from a successful RPA pilot to an enterprise wide roll-out? Learn the answer from this detailed guide packed with practical knowledge and strategic insight.
How to Pitch RPA: Your Guide to Getting Stakeholder ApprovalsKofax
Ready to implement RPA? You'll need support from internal stakeholders to implement robotic process automation and this guide will help you sell them on this transformative technology.
Digital Transformation And The Role of Robotic Process Automation (RPA)ARJUN S MEDA
Integrating digital technology within all the business areas to transform the operating model and deliver better value to customer is the essence of Digital Transformation. Empowering technology at the core to increase operational efficiency, improve employee performance and customer experience are a few key areas addressed by Digital Transformation.
It requires a cultural shift in the way the organizations operate and a strong leadership to identify the areas to be transformed and to explore new opportunities.
Understanding how RPA can enable digital transformation and upgrade the workplaces of the future is a key skill for C-suite executives.
Robotic process automation (RPA) is the use of software bots that can automate repetitive rule based tasks and reduce the manual intervention, thereby increasing the operational efficiency and reduce errors. It helps employees to focus on areas in which they can add value rather than spending efforts on repetitive and mundane tasks.
Key points of discussion:
What is Digital Transformation and why is it required
Framework for Digital Transformation
Elements of Digital Transformation
What is RPA
Role of RPA in Digital Transformation
Benefits of RPA
Iowa RPA Meetup: the Five Persistent Myths of Robotic Process AutomationDoug Ross
Robotic Process Automation (RPA) is transforming the business of IT. What should leaders be looking for -- and skeptical of -- when evaluating RPA opportunities?
Robotic Process Automation Analytics: KPIs for Your RPA DeploymentCiGen
A key challenge for discussions of business success is that the notion of success is very context-specific, that is, it can have very different meanings for different RPA stakeholders. When it comes to measuring success, however, it is rather certain that an accurate estimation is obtained by tracking key outcomes of RPA deployment. There are two categories of robotic process automation KPIs.
Symphony Ventures conducted a market survey to determine how much hype surrounds Robotic Process Automation. Do companies understand what it is? Do they know how to buy these software bots? Do they depend on the marketing coming from the software vendors themselves or are there resources to help them vet the market? Ian Barkin, Co-Founder and Head of Strategy at Symphony Ventures, presented our survey findings at the IRPA OAISS seminar in Chicago. Learn more about 'Future of Work' technologies and how Robotic Process Automation is driving innovation at enterprise companies at www.symphonyhq.com
Symphony Ventures is an industry leading professional services firm passionate about creating value for the world’s leading organizations by designing, delivering and managing truly modern business processes. As thought leaders we are redefining the approaches and shaping the technologies that will allow you to unlock the value of your organization.
Selecting the right process for robotic process automation (rpa)NUS-ISS
by Mr Liu Siyong General Manager, CFB Bots Pte Ltd for the NUS-ISS SkillsFuture Series Seminar: Harnessing the power of Intelligent Software Agents (9 April 2019)
Make the office productivity step change with encanvas rpaNewton Day Uploads
In this presentation Mason Alexander summarises the things every business executive needs to know about the impact and opportunity of Robotic Process Automation (RPA). It's a fabuluous start-point if you know nothing of the topic.
SCOR uma realidade em Logística. O modelo de pratica de negócio mais atualizado produzido de forma colaborativa por grandes empresas do mercado internacioal e organizado pelo SCC Supply Chain Council.
Robotic Process Automation End-to-End Implementation RoadmapChazey Partners
RPA is a software solution, commonly referred to as “bots”, which mimic or automate tasks normally performed by humans interacting with data between systems. In common definitions RPA essentially comes down to removing human beings from operations that are repetitive evaluations requiring rules based decision criteria. Whereas automation addresses high volume repetitive tasks, RPA is the next step to include decision making under a controlled set of parameters. Like with other transformations, business leaders should adopt a structured framework with clear, tangible benefits and correctly defined expectations before embarking on an RPA journey. This Robotic Process Automation handbook offers you a clear, structured framework with which to launch and implement your RPA program. It ensures the technology is integrated well within existing systems and business operations and empowers your business to be future ready with dynamic adjustment of processes along your automation journey.
Design Centric RPA Approach: The Jidoka Examplevmic
Authored by "RPA Evangelist" Deepak Sharma, this paper is focused on taking a deep dive into exploring the Design Centric Approach to Robotic Process Automation, and bringing out insights why it is important for complex strategic RPA implementations, what are the key aspects of this approach, and how to implement this approach by taking the example of Jidoka RPA product.
For a successful RPA implementation, it is highly important that a strategy is designed to ensure key performance metrics are defined and the ROI can be analyzed.
Understanding the technology, its impact and limitations are essential in convincing C-suite executives to onboard a new technology.
RPA assists in increasing process accuracy, improves workforce output efficiency, helps achieving service commitments. It provides enhanced customer experience and decreases the time to market for launching new services and products.
Effort reduction through automation and the reduction of cost per transaction will be a key factor in designing a RPA solution. RPA will enable humans to focus on tasks which they are better at, and relieve them from performing repetitive and mundane tasks boosting the employee morale and improving their productivity.
Presented at RPA Summit in Bengaluru on May 11th, 2018.
http://rpaconferences.in/
Top 5 RPA Myths Dispelled | Webinar DeckEverest Group
The world is talking about RPA, but in all of the discussion, myths are rising to the surface and spreading unchecked.
In this webinar, Chief Research Guru Michel Janssen and Practice Director Sakshi Garg address these myths head on and dispel them with fact-packed research pulled from our latest analysis of more than 50 enterprises. This research is pulled from our first-of-its-kind report, Enterprise RPA Adoption | Pinnacle Model™ Assessment 2018.
Robotic Process Automation for Mid-Tier IT / ITES organizationsSuhas Dutta
RPA can be a boon for small or mid tier ITES organizations , either in terms of providing new IT services, opening up new revenue lines or even doing cost take out by straight out labour reduction. RPA can also help you reduce attrition thus protecting against revenue loss
Robotic Process Automation for Financial ServicesAppian
Robotic Process Automation (RPA) is emerging as a cost-effective technique to get work done in Financial Services Institutions (FSIs).
With the advent of RPA, executives should reconsider how they manage organizational business processes and support information technology.
Learn more about robotic process automation and the transformation continuum in this executive perspective: http://ap.pn/2jYWrMG
RPA at Full Scale. Advancing From Initial Success to Sustainable AutomationUiPath
The question everyone is asking right now is this: how do I transition from a successful RPA pilot to an enterprise wide roll-out? Learn the answer from this detailed guide packed with practical knowledge and strategic insight.
How to Pitch RPA: Your Guide to Getting Stakeholder ApprovalsKofax
Ready to implement RPA? You'll need support from internal stakeholders to implement robotic process automation and this guide will help you sell them on this transformative technology.
Digital Transformation And The Role of Robotic Process Automation (RPA)ARJUN S MEDA
Integrating digital technology within all the business areas to transform the operating model and deliver better value to customer is the essence of Digital Transformation. Empowering technology at the core to increase operational efficiency, improve employee performance and customer experience are a few key areas addressed by Digital Transformation.
It requires a cultural shift in the way the organizations operate and a strong leadership to identify the areas to be transformed and to explore new opportunities.
Understanding how RPA can enable digital transformation and upgrade the workplaces of the future is a key skill for C-suite executives.
Robotic process automation (RPA) is the use of software bots that can automate repetitive rule based tasks and reduce the manual intervention, thereby increasing the operational efficiency and reduce errors. It helps employees to focus on areas in which they can add value rather than spending efforts on repetitive and mundane tasks.
Key points of discussion:
What is Digital Transformation and why is it required
Framework for Digital Transformation
Elements of Digital Transformation
What is RPA
Role of RPA in Digital Transformation
Benefits of RPA
Iowa RPA Meetup: the Five Persistent Myths of Robotic Process AutomationDoug Ross
Robotic Process Automation (RPA) is transforming the business of IT. What should leaders be looking for -- and skeptical of -- when evaluating RPA opportunities?
Robotic Process Automation Analytics: KPIs for Your RPA DeploymentCiGen
A key challenge for discussions of business success is that the notion of success is very context-specific, that is, it can have very different meanings for different RPA stakeholders. When it comes to measuring success, however, it is rather certain that an accurate estimation is obtained by tracking key outcomes of RPA deployment. There are two categories of robotic process automation KPIs.
Symphony Ventures conducted a market survey to determine how much hype surrounds Robotic Process Automation. Do companies understand what it is? Do they know how to buy these software bots? Do they depend on the marketing coming from the software vendors themselves or are there resources to help them vet the market? Ian Barkin, Co-Founder and Head of Strategy at Symphony Ventures, presented our survey findings at the IRPA OAISS seminar in Chicago. Learn more about 'Future of Work' technologies and how Robotic Process Automation is driving innovation at enterprise companies at www.symphonyhq.com
Symphony Ventures is an industry leading professional services firm passionate about creating value for the world’s leading organizations by designing, delivering and managing truly modern business processes. As thought leaders we are redefining the approaches and shaping the technologies that will allow you to unlock the value of your organization.
Selecting the right process for robotic process automation (rpa)NUS-ISS
by Mr Liu Siyong General Manager, CFB Bots Pte Ltd for the NUS-ISS SkillsFuture Series Seminar: Harnessing the power of Intelligent Software Agents (9 April 2019)
Make the office productivity step change with encanvas rpaNewton Day Uploads
In this presentation Mason Alexander summarises the things every business executive needs to know about the impact and opportunity of Robotic Process Automation (RPA). It's a fabuluous start-point if you know nothing of the topic.
SCOR uma realidade em Logística. O modelo de pratica de negócio mais atualizado produzido de forma colaborativa por grandes empresas do mercado internacioal e organizado pelo SCC Supply Chain Council.
In part two of our RPA webinar series Eric Liebross, Auxis Senior VP of Back Office Optimization, presents “Diving into RPA”. This presentation focuses on:
• How to effectively identify, evaluate and prioritize the RPA opportunities in your organization?
• Who are the major software vendor providers in the market? How do they compare?
• What are the new skills and capabilities needed to implement and support RPA?
• What are your deployment model options? - internally vs. robotics as a service
• How to embrace your workforce?
We hope you find the highlighted information in this presentation useful for your RPA initiatives.
View the live demo here: https://www.auxis.com/rpa-demo
Want to learn more about Activity Based Costing or IT Delivery Services Transparency? Would you like to better communicate your Technology Services Catalog or articulate proper chargebacks to the Business Stakeholders?
The business demands Best-in-Class Solutions with a secure and reliable infrastructures with no downtime, and now the CIO can provide a portal view with comprehensive Business Unit Dashboards and custom Data Analytics reporting.
David Beard
CRM Evangelist - Sage CRM Solutions
"With over 10 years involvement in business analyst & project management roles for a variety of companies in the IT, telecommunications & banking sectors, David brings a wealth of experience in helping companies define what a customer means and how best to interact - across both cultural & systemic contexts"
Fail to prepare, prepare to fail: implementing ERP and CRM systemsSageukofficial
David Beard, from the business software company Sage UK, looks at market place trends driving the thoughts of software vendors. He then considers why businesses often fail to realise the measurable benefits from ERP and CRM software implementations and what they can do to widen, and thus, improve their approach.
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...sameer shah
"Join us for STATATHON, a dynamic 2-day event dedicated to exploring statistical knowledge and its real-world applications. From theory to practice, participants engage in intensive learning sessions, workshops, and challenges, fostering a deeper understanding of statistical methodologies and their significance in various fields."
Learn SQL from basic queries to Advance queriesmanishkhaire30
Dive into the world of data analysis with our comprehensive guide on mastering SQL! This presentation offers a practical approach to learning SQL, focusing on real-world applications and hands-on practice. Whether you're a beginner or looking to sharpen your skills, this guide provides the tools you need to extract, analyze, and interpret data effectively.
Key Highlights:
Foundations of SQL: Understand the basics of SQL, including data retrieval, filtering, and aggregation.
Advanced Queries: Learn to craft complex queries to uncover deep insights from your data.
Data Trends and Patterns: Discover how to identify and interpret trends and patterns in your datasets.
Practical Examples: Follow step-by-step examples to apply SQL techniques in real-world scenarios.
Actionable Insights: Gain the skills to derive actionable insights that drive informed decision-making.
Join us on this journey to enhance your data analysis capabilities and unlock the full potential of SQL. Perfect for data enthusiasts, analysts, and anyone eager to harness the power of data!
#DataAnalysis #SQL #LearningSQL #DataInsights #DataScience #Analytics
Global Situational Awareness of A.I. and where its headedvikram sood
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeWalaa Eldin Moustafa
Dynamic policy enforcement is becoming an increasingly important topic in today’s world where data privacy and compliance is a top priority for companies, individuals, and regulators alike. In these slides, we discuss how LinkedIn implements a powerful dynamic policy enforcement engine, called ViewShift, and integrates it within its data lake. We show the query engine architecture and how catalog implementations can automatically route table resolutions to compliance-enforcing SQL views. Such views have a set of very interesting properties: (1) They are auto-generated from declarative data annotations. (2) They respect user-level consent and preferences (3) They are context-aware, encoding a different set of transformations for different use cases (4) They are portable; while the SQL logic is only implemented in one SQL dialect, it is accessible in all engines.
#SQL #Views #Privacy #Compliance #DataLake
State of Artificial intelligence Report 2023kuntobimo2016
Artificial intelligence (AI) is a multidisciplinary field of science and engineering whose goal is to create intelligent machines.
We believe that AI will be a force multiplier on technological progress in our increasingly digital, data-driven world. This is because everything around us today, ranging from culture to consumer products, is a product of intelligence.
The State of AI Report is now in its sixth year. Consider this report as a compilation of the most interesting things we’ve seen with a goal of triggering an informed conversation about the state of AI and its implication for the future.
We consider the following key dimensions in our report:
Research: Technology breakthroughs and their capabilities.
Industry: Areas of commercial application for AI and its business impact.
Politics: Regulation of AI, its economic implications and the evolving geopolitics of AI.
Safety: Identifying and mitigating catastrophic risks that highly-capable future AI systems could pose to us.
Predictions: What we believe will happen in the next 12 months and a 2022 performance review to keep us honest.
1. How to lay foundation for smooth RPA implementation
Robotic Process Automation Conference, New Delhi
2. Making Sense from ChaosA
Source PWC survey - Lessons learnt by 18 of the largest Danish enterprises- https://www.pwc.dk/da/publikationer/2017/rpa-danish-market-survey-2017-uk-pwc.pdf
RPA is not a magic wand
Understand what it Can /Cant do
Tool Selection, Enterprise Integration
and Adoption takes time
3
RPA is cross-functional
Think Process, Data & Technology; Map
Stakeholders, Communicate Plans,
Governance and engagement model
RPA is not a tool
It is a way of working, redeploying talent
from low skilled, routine, rule based
tasks to perform value-add activities
2
1
3. Recipe for Smooth RPA Implementation
Embed and Scale
Create Reference
Architecture
Map Stakeholders
Assess Portfolio
Define Target Operating
Model
Build, Deliver and
Support
Perform Org
Assessment –
Answering “Why’s”
Capture Business &
Benefit Plan
1 2 3 4
5 6 7 8
B
4. Perform Organisation Assessment - Answering Why’s
Can we Win?2
Tech| Data | Process
Governance
Org Structure & Culture
Enterprise Integration
Process Maturity
Skill-Will Assessment
Readiness
Capabilities
1 Is it Real?
Willingness to adopt
Opportunity Size
Need/Desire
Feasible
Meet Org Objectives
Concept Clarity
Market
Product
Is it worth doing?3
Sponsorship
Top Mgmt Support
Alignment with intent
Business Drivers & KPIs
RISK Acceptance
ROI
Strategic
Financial
01
Adapted from HBR RWW Framework by George S Day – Dec ,2007
5. Define Target Operating Model
Strategic Intent : Centralized vs
Business aligned; Hosted vs Cloud
Business Drivers : Cost, Growth,
Controlled environment
Commitment & Sponsorship:
Budgets/Sponsorship; benefit tracking
and realization
VISION & GUIDING PRINCIPLES
Structure : Group vs BU; Business vs
Technology
RPA Mindset: FTE Save v FTE Re-
engineering; Virtual vs Human
Skill vs Will
ORGANISATION & CULTURE
On-boarding: Change and Run
Benefit Planning: Portfolio and process
assessment frameworks, Benefit
planning
Data Acquisition
PROCESSES
Policies and Procedures
Roles and Responsibilities
Escalation Matrix and SLAs
Engagement Model
Design Authority
GOVERNANCE
System Landscape
Tools and Platforms
Architecture(Data and Tech)
Vendors(RPA and Implementation)
Enterprise Integration
TECHNOLOGY
02
6. Business Areas (BU/LOBs)Implementation Team
RPA Platform Provider
• Define Business Priority
• Create Business Case and SLAs
• Own Benefit Plan and its delivery
• Resolve any internal Conflict
• Identify internal SMEs and foster RPA
culture
• Act as a Business Engagement
Manager
• Work with business areas to create
automation roadmap, delivery engine
and support model
• Contracts/Negotiations with RPA
Platform provider
• Provides Robotics Platform
• Sign-up contract for Implementation
and support
• Provides Technical platform support
and upgrade
• Work with Business Engagement
team to create automation roadmap
• Owns e2e delivery of RPA
Implementation
• Responsible for design, build, test,
roll-out and support
• SME Expertise on RPA and
automation
Map Key Stakeholders03
Change Management
7. Create Reference Architecture04
Information Security
Access Controls for BOTS
Audit Trails and Control Framework
Data Flow
Data Owner, Consumer & Producers
Upstream/Downstream requirements
Infrastructure
Cloud vs Hosted
Capacity Planning
Tokenization Requirements
Governance
JML Process
Attestation of BOTS
Escalation Matrix
Performance Measurement Framework
(KPIs and Business Drivers)
Proj#1 20 55 999
Projects that deliver capabilities
** Reference Architecture is tightly aligned to business process model which it implements
Recommendation : Set up Design Authority to standardise and provide
architectural oversight to RPA designs across the enterprise
8. Capture Business Case and Benefit Plan05
.
Cost
Avoidance
Setup an Organisation wide robotics utility to allow future business growth, minimize future investments reduce cost and
strengthen control environment.
Steady StateKey MilestonesBusiness CaseOpportunities
Cost Savings
Control
Environment
Future Growth
9. Capture Business Case and Benefit Plan – Know your Numbers05b
Input Driver Range Value Outcome Assumption on Realization
Licencing Cost Per Robot $7,000 - $ 10,000 $ 8,000.00 IRR 105% Benefits Realized in Same Year 30%
Blended Development Resource Cost $40,000 - $ 50,000 $ 45,000.00 Total Cost Save 19.59 million USD
Infra Cost Per Server $3,000 - $ 5,000 $ 5,000.00 Cost to Achieve 12.54 million USD
FTE vs Robot Ratio 5 Net Cash Saving 7.05 million USD
No. Of Robots per Server - 3 Payback 2.9 years
Change Resource Cost $20,000- $30,000 $ 25,000.00
Cost Per Operations FTE(Offshore) $10,000 - $ 20,000 $ 12,000.00
Support Resource Cost $15,000- $25,000 $ 20,000.00
Cash Outflow Cash Save Net Position
Year
# of
Robots
Licencing
Cost
# of
Server
Infra Cost
# of Dev
Resources
Dev Cost
# of Change + SME
Resource - FTE
Tech and Internal
Team, PM
Maintainence
Cost *
Total Cash
Outflow
# of FTEs Saved FTE Cost Save
Other
Saving
Total Savings
Cumulative
Saving**
Net Cash Flow
1 5 $ 40,000 2 $ 10,000 2 $ 90,000 3 $ 75,000 $ 20,000 $ 2,35,000 10 $ 1,20,000 $ - $ 1,20,000 $ 36,000 $ -1,99,000
2 18 $ 1,44,000 6 $ 30,000 8 $ 3,60,000 5 $ 1,25,000 $ 72,000 $ 7,31,000 65 $ 7,80,000 $ - $ 7,80,000 $ 3,54,000 $ -3,77,000
3 38 $ 3,04,000 13 $ 65,000 12 $ 5,40,000 7 $ 1,75,000 $ 1,52,000 $ 12,36,000 100 $ 12,00,000 $ - $ 12,00,000 $ 12,60,000 $ 24,000
4 68 $ 5,44,000 23 $ 1,15,000 12 $ 5,40,000 7 $ 1,75,000 $ 2,72,000 $ 16,46,000 150 $ 18,00,000 $ - $ 18,00,000 $ 26,40,000 $ 9,94,000
5 88 $ 7,04,000 29 $ 1,45,000 8 $ 3,60,000 7 $ 1,75,000 $ 3,52,000 $ 17,36,000 100 $ 12,00,000 $ - $ 12,00,000 $ 39,00,000 $ 21,64,000
6 88 $ 7,04,000 29 $ 1,45,000 5 $ 2,25,000 4 $ 1,00,000 $ 3,52,000 $ 15,26,000 0 $ - $ - $ - $ 51,00,000 $ 35,74,000
7 88 $ 7,04,000 29 $ 1,45,000 4 $ 1,80,000 4 $ 1,00,000 $ 3,52,000 $ 14,81,000 0 $ - $ - $ - $ 51,00,000 $ 36,19,000
8 88 $ 7,04,000 29 $ 1,45,000 2 $ 90,000 1 $ 25,000 $ 3,52,000 $ 13,16,000 0 $ - $ - $ - $ 12,00,000 $ -1,16,000
9 88 $ 7,04,000 29 $ 1,45,000 2 $ 90,000 1 $ 25,000 $ 3,52,000 $ 13,16,000 0 $ - $ - $ - $ - $ -13,16,000
10 88 $ 7,04,000 29 $ 1,45,000 2 $ 90,000.00 1 $ 25,000 $ 3,52,000 $ 13,16,000 0 $ - $ - $ - $ - $ -13,16,000
TOTALS $52,56,000 $10,90,000 $25,65,000.00 $ 10,00,000 $ 26,28,000 $1,25,39,000 425 $51,00,000.00 $ - $51,00,000.00 $ 1,95,90,000.00 $70,51,000.00
11. Build, Deliver and Support – Case of Building a Utility07
50 FTE 20 Processes
10 Controls 40 Data Srcs
Business Unit - 1
20 FTE 10 Processes
5 Controls 10 Data Srcs
Business Unit - 2
50 FTE 20 Processes
10 Controls 40 Data Srcs
Function - 1
150 FTE 60 Processes
60 Controls 60 Data Srcs
Function - 2
250 FTE 80 Processes
100 Controls 100 Data Srcs
Organisation - 1
RPA Utility
.
Customer
On-boarding
Portfolio Assessment Process Discovery
Data Strategy &
Planning
Build & Design
Test Planning &
Deployment
.
Functional
Planning
SIPOC Creation Touch-point Design Rules and Workflow Controls KPIs and Metrics
.Change
Planning
Request for Change
Initial Impact
Assessment
Solution
Shaping/Feasibility
Delivery Planning
Deploy & Sustain
Service
.
Support
Functions
Infra Teams Operations PMO Service Management HR | Training
.
Platform
of Choice
Capacity Planning
Infrastructure
Support
SLA Management Level 1 & 2 Support
Upgrades and
Patches
Utility Service Management
SLA Monitoring & Tracking
Risk & Control Mgmt
Exception Management
SME Support
Continuous Improvement
Benefit Tracking
Change Services Run Services
12. 1. Resolve conflicting priorities
2. Steer and Guidance
3. Own Benefit realization
4. Agree on Roadmap
Steering Committee
CoE LOB Technology
1. Business Support
2. Initial Triage and changes to
workflow/processes
3. Scheduling, Daily log
monitoring etc
Support Team
1. Technical support related to
RPA platform
2. Upgrades/Patches
3. Acts as an SME on RPA
tool
Business Support Team RPA Platform Team
01
Pipeline
02
1. Business Analysis
2. Functional Specification and
Workflow
3. Actors and data source
identification
Change Delivery Team
1. Automation Architecture
2. Design, Build and support of
business processes and
workflow using RPA tool
3. Support Model and business
handover
COE LOB Technology RPA Platform
BA Team ImplementationTeam
03
04
Configured Robot Enhancement /CR
Status, RAID
Book of Work,
Plan
PM
Embed and Scale via Engagement Model
COE LOB Technology RPA Platform
08
14. Download Report
Run Macro or manually filter data
to standardize input format
Review Output
Validate Balance
Update Template and
Data in reconciliation tool
Pass Manual Journals to clear
items where required
Download Report
Filter data, perform
calculation and standardize
inputs
Electronically stores all
reports and performs
reporting
Post Automation
Research of open items
Consolidate data from various
systems / instances and perform
Recs reporting
Update Template and
Data in reconciliation tool
Research of open Items
Rule based Manual Journal
automated (60%), Manual
performed by HumansAnalytics / Insights
Auto-matching
Auto-matching
Pre Automation
25+ Internal System
500+
Bank Statements
50+ Manual inputs
25,000+ Internal
Accounts
BENEFITS
Eliminated manual effort
Cycle time reduction
Better Controls
25000+ Accounts
Automated
Eliminated
Use Case – Continuous ImprovementA1
Problem Statement : Fragmented & Manual processes leading to poor controls thereby compromising the integrity of financial statements
Scope : 25,000+ Internal Balance sheet Account
1
1
15. Use Case – RPA a component of overall Automation StrategyA2
Problem Statement : Fragmented reports with multiple manual touch-points; data integrity is a big question-mark
Scope : 300+ Internal Report Optimization and automation along with auto-commentary generation using NLG
BENEFITS
Automated commentary
< 50 Reports
Information on-demand
Work underway for 100%
conversion
Post Automation
12+ Data Sources
15 Teams with
varied needs
20+ Manual
Uploads
300+ Reports
•Extract Data from multiple
systems
•Extract Master Data and
Roll up hierarchies
•Consolidate data
•Variance analysis
•Follow up on Variances
•Variance commentary
•Report creation
•Report Validation
•Upload in Reporting tool
(External 3rd Party)
Data Collection Data Analysis Reporting
•Extract Data from multiple
systems
•Extract Master Data and
Roll up hierarchies
•Consolidate data
•Variance analysis (A)
•Follow up on Variances
•Variance commentary
(Partial)
•Report creation (A)
•Report Validation
•Upload in Reporting tool
(External 3rd Party) (A)
Data Collection Data Analysis Reporting
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