This document discusses IBM Cognos TM1, a business intelligence and performance management software, and its implementation at Jabil, a global manufacturing services company. Some key points:
- Jabil implemented TM1 in 2009/2010 to consolidate financial reporting and forecasting across its global operations. Over 2,500 users worldwide now use TM1.
- TM1 has provided benefits like standardized reporting, automated data loads, faster analysis, and replaced plant-level Excel-based processes.
- Jabil is continuing to expand its use of TM1 for applications like pricing/quoting, strategic planning, and headcount planning.
- Jabil has also implemented Cognos Business Intelligence for on-demand analytics
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
Finance for non finance for employee, business man and corporatete Bibek Prajapati
The ability to effectively read financial reports and data is crucial to the
processes of day-to-day management, strategic planning and
decision-making in any firm.
-The proper understanding of the various
financial concepts and instruments and their implications to the firm’s
health and performance in the market place are indispensable for
managers who typically come from various functions within the firm.
-The comprehensive program of Finance for Non-Finance Managers
has been carefully designed to meet the needs of executives and
managers who come from nonfinancial backgrounds across the
corporate landscape.
-The two-staged program provides theparticipants with a comprehensive understanding of key financial principles and practices and empowers them with the tools to effectively interpret and use financial data in the decision-making process in their respective functions of sales, marketing or planning.
Meaning/ WHY
Benefits
Key Personal Responsibility
Type of business
Financial planning
Three principle of corporate Finance
Why Financial Accounting
Fundamentals of Financial Accounting
Procedural Aspects of Accounting
Objectives of accounting
Function of Accounting
Accounting – Classification
Difference between Management Accounting and Financial Accounting
Bookkeeping &Process of accounting
Steps/Phases of Accounting Cycle
User of accounting Information
BASIC ACCOUNTING TERMS
Types of Accounts
Accounting Equation
ACCRUAL BASIS AND CASH BASIS OF ACCOUNTING
CAPITAL AND REVENUE TRANSACTIONS
Cost Accounting meaning , objective
ROLE OF A COST ACCOUNTANT IN A MANUFACTURING ORGANISATION
COST CONCEPT, TYPES AND CLASSIFICATION
Cost centre and cost unit
ELEMENTS OF COST
CLASSIFICATION OF COST
TYPES / TECHNIQUES OF COSTING
METHODS OF COSTING & THEIR APPLICABILITY
COGS, INVENTRY
Capacity
Budget
Corporate objective
Cost control and variance
Standard costing
Cash flow statement
Annual Report
Ratio analysisis
Capital Budgeting
Risk and Return
Regulators
Constitutional Aspects of Taxation by the Union and States
Financial Relations between the
Union and the States
Indirect Taxes : Union and the States
Taxation by the Union and the States
REVENUE ADMINISTRATION
Gst
Existing Indirect Tax System
ACTIVE INTERFACE WITH IT SYSTEMS
INCOME TAX LAW : AN INTRODUCTION
Income-tax Act
The Finance Act
CONCEPT OF INCOME
Stapes of TOTAL INCOME AND TAX PAYABLE
Deductions from Gross Total Income
RETURN OF INCOME
Best Practices in Creating a Strategic Finance FunctionFindWhitePapers
Many CFOs and the finance organizations they lead have started to take on new strategic roles within the enterprise. Their goal is to enforce stricter control processes to ensure legal and regulatory compliance, offer strategic insights into the internal and external business environment, and connect the business strategy with daily operations through performance tracking.
Best Practices in Financial Planning and Analysis | 2013 Business Analytics S...Cartegraph
Loras College is proud to present our annual Business Analytics Symposium on March 27, 2014 at the Grand River Center in Dubuque, IA. Industry experts will share their insights about the evolving field of business analytics opportunities. Learn about everything from best practices when analyzing data to the importance and benefits of building a culture of analytics within your organization.
To learn more, secure your seat or to take advantage of group discounts visit www.loras.edu/bigdata.
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
Finance for non finance for employee, business man and corporatete Bibek Prajapati
The ability to effectively read financial reports and data is crucial to the
processes of day-to-day management, strategic planning and
decision-making in any firm.
-The proper understanding of the various
financial concepts and instruments and their implications to the firm’s
health and performance in the market place are indispensable for
managers who typically come from various functions within the firm.
-The comprehensive program of Finance for Non-Finance Managers
has been carefully designed to meet the needs of executives and
managers who come from nonfinancial backgrounds across the
corporate landscape.
-The two-staged program provides theparticipants with a comprehensive understanding of key financial principles and practices and empowers them with the tools to effectively interpret and use financial data in the decision-making process in their respective functions of sales, marketing or planning.
Meaning/ WHY
Benefits
Key Personal Responsibility
Type of business
Financial planning
Three principle of corporate Finance
Why Financial Accounting
Fundamentals of Financial Accounting
Procedural Aspects of Accounting
Objectives of accounting
Function of Accounting
Accounting – Classification
Difference between Management Accounting and Financial Accounting
Bookkeeping &Process of accounting
Steps/Phases of Accounting Cycle
User of accounting Information
BASIC ACCOUNTING TERMS
Types of Accounts
Accounting Equation
ACCRUAL BASIS AND CASH BASIS OF ACCOUNTING
CAPITAL AND REVENUE TRANSACTIONS
Cost Accounting meaning , objective
ROLE OF A COST ACCOUNTANT IN A MANUFACTURING ORGANISATION
COST CONCEPT, TYPES AND CLASSIFICATION
Cost centre and cost unit
ELEMENTS OF COST
CLASSIFICATION OF COST
TYPES / TECHNIQUES OF COSTING
METHODS OF COSTING & THEIR APPLICABILITY
COGS, INVENTRY
Capacity
Budget
Corporate objective
Cost control and variance
Standard costing
Cash flow statement
Annual Report
Ratio analysisis
Capital Budgeting
Risk and Return
Regulators
Constitutional Aspects of Taxation by the Union and States
Financial Relations between the
Union and the States
Indirect Taxes : Union and the States
Taxation by the Union and the States
REVENUE ADMINISTRATION
Gst
Existing Indirect Tax System
ACTIVE INTERFACE WITH IT SYSTEMS
INCOME TAX LAW : AN INTRODUCTION
Income-tax Act
The Finance Act
CONCEPT OF INCOME
Stapes of TOTAL INCOME AND TAX PAYABLE
Deductions from Gross Total Income
RETURN OF INCOME
Best Practices in Creating a Strategic Finance FunctionFindWhitePapers
Many CFOs and the finance organizations they lead have started to take on new strategic roles within the enterprise. Their goal is to enforce stricter control processes to ensure legal and regulatory compliance, offer strategic insights into the internal and external business environment, and connect the business strategy with daily operations through performance tracking.
Best Practices in Financial Planning and Analysis | 2013 Business Analytics S...Cartegraph
Loras College is proud to present our annual Business Analytics Symposium on March 27, 2014 at the Grand River Center in Dubuque, IA. Industry experts will share their insights about the evolving field of business analytics opportunities. Learn about everything from best practices when analyzing data to the importance and benefits of building a culture of analytics within your organization.
To learn more, secure your seat or to take advantage of group discounts visit www.loras.edu/bigdata.
Genpact helps leaders of some of the largest enterprises
transform and run their processes and operations, including
the very complex and industry-specific. We help enterprises to be more competitive by becoming more intelligent: adaptive, innovative, globally effective and connected by enabling tighter management of costs, risks, regulations, and supporting growth.
How to Bring About Finance Transformation on Your Own TermsWorkday, Inc.
In this deck, experts from PwC and Workday explain how finance leaders can use automation, artificial intelligence, and analytical skills to help their teams adapt to rapid change.
The Future of Finance Function 2016 survey sponsored by Aptitude Software.
An insight into the changing role of the CFO and what can be done to ease the transition.
Finance 2020: Designing a Finance function to meet new demandsDeloitte Canada
CFOs in all industries are under pressure to provide insights to help boards and leadership teams make better decisions. How do they—and their Finance teams—need to change to meet rising expectations? What will the impact be on the Finance organization and its information, systems, processes and controls? Finance 2020 explores possible futures for operational, business and specialized finance.
Learn more about the accounts payable process & its related procedures. Find out the importance & challenges involved in accounts payable processing.
https://nanonets.com/blog/accounts-payable-process/
Finance Vision 2020 presenation used for the launching of our book at the Finance Transformation Summit (organized by Alex van Groningen) on December 2, 2008
Financial planning and analysis (FP&A) is the process of forecasting a company's future financial performance and managing its financial resources to meet those forecasts. FP&A professionals are responsible for creating accurate financial models, developing budget proposals, and analyzing past financial performance in order to identify trends and recommend improvements.
dialogue act modeling for automatic tagging and recognitionVipul Munot
Aim to present comprehensive framework
for modelling and automatic classification of DA’s
founded on well-known statistical methods
Present results obtained with this approach
on large widely available corpus of
spontaneous conversational speech.
Genpact helps leaders of some of the largest enterprises
transform and run their processes and operations, including
the very complex and industry-specific. We help enterprises to be more competitive by becoming more intelligent: adaptive, innovative, globally effective and connected by enabling tighter management of costs, risks, regulations, and supporting growth.
How to Bring About Finance Transformation on Your Own TermsWorkday, Inc.
In this deck, experts from PwC and Workday explain how finance leaders can use automation, artificial intelligence, and analytical skills to help their teams adapt to rapid change.
The Future of Finance Function 2016 survey sponsored by Aptitude Software.
An insight into the changing role of the CFO and what can be done to ease the transition.
Finance 2020: Designing a Finance function to meet new demandsDeloitte Canada
CFOs in all industries are under pressure to provide insights to help boards and leadership teams make better decisions. How do they—and their Finance teams—need to change to meet rising expectations? What will the impact be on the Finance organization and its information, systems, processes and controls? Finance 2020 explores possible futures for operational, business and specialized finance.
Learn more about the accounts payable process & its related procedures. Find out the importance & challenges involved in accounts payable processing.
https://nanonets.com/blog/accounts-payable-process/
Finance Vision 2020 presenation used for the launching of our book at the Finance Transformation Summit (organized by Alex van Groningen) on December 2, 2008
Financial planning and analysis (FP&A) is the process of forecasting a company's future financial performance and managing its financial resources to meet those forecasts. FP&A professionals are responsible for creating accurate financial models, developing budget proposals, and analyzing past financial performance in order to identify trends and recommend improvements.
dialogue act modeling for automatic tagging and recognitionVipul Munot
Aim to present comprehensive framework
for modelling and automatic classification of DA’s
founded on well-known statistical methods
Present results obtained with this approach
on large widely available corpus of
spontaneous conversational speech.
Thanks for writing, I provide online training through GoTo Meeting for Cognos TM1 10.2 ver in 24 days with 210 technical documents + 15 assignments + 29 recorded videos + 2 business cases + 1 mini project + certification help + resume help + 3 months offline support in new job
Also, please find the attached course schedule where I'll be covering TM1 Development + TM1 Design (Architecture) + TM1 Administration incl Operations Console & Performance Modeler + Cognos Insight in TM1 Applications and the videos index for your reference.
The original paper is written by Saima Aman and Stan Szpakowicz. I presented it to my batch. Sentiment Analysis has typically focused on recognizing positive and negative words.The authors goal was to investigate the expression of emotion in the language through a corpus annotation study.They achieve 73.89% accuracy according to the preliminary results of their emotion classification experiments.1
IBM Cognos TM1 Version 10.1 Demonstration and Financial Planning Best Practic...Senturus
Learn about the significant changes included in the IBM Cognos TM1 Version 10.1 release. View the webinar video recording and download this deck: http://www.senturus.com/resources/ibm-cognos-tm1-demo-and-financial-planning-best-practices/.
Demos of the new functionality including:
• Graphical user interface which makes modeling more efficient and intuitive
• Managed workspaces that enable individuals to each have their own dashboard to work with the data, remotely contribute to an enterprise plan, and share personal data
• Full integration to the Cognos Business Intelligence environment
Senturus, a business analytics consulting firm, has a resource library with hundreds of free recorded webinars, trainings, demos and unbiased product reviews. Take a look and share them with your colleagues and friends: http://www.senturus.com/resources/.
IBM Watson Content Analytics: Discover Hidden Value in Your Unstructured DataPerficient, Inc.
Healthcare organizations create a massive amount of digital data. Some is stored in structured fields within electronic medical records (EMR), claims or financial systems and is readily accessible with traditional analytics. Other information, such as physician notes, patient surveys, call center recordings and diagnosis reports is often saved in a free-form text format and is rarely used for analytics. In fact, experts suggest that up to 80% of enterprise data exists in this unstructured format, which means a majority of critical data isn’t being considered or analyzed!
Our webinar demonstrated how to extract insights from unstructured data to increase the accuracy of healthcare decisions with IBM Watson Content Analytics. Leveraging years of experience from hundreds of physicians, IBM has developed tools and healthcare accelerators that allow you to quickly gain insights from this “new” data source and correlate it with the structured data to provide a more complete picture.
CNA’s Journey to Workday Accounting CenterWorkday, Inc.
Learn about CNA’s journey to transform its high-volume accounting journal entries with the help of Workday Accounting Center.
This slide deck explores why CNA selected Workday, the process of going live on Workday Accounting Center, and the value CNA has gained.
Edgewater Ranzal hosted a series of luncheons in various cities to share real examples of how clients are leveraging Oracle Hyperion short and long-term EPM/BI solutions delivered on Oracle Exalytics to improve decision-making processes that lead to profitable growth.
Move from Business Intelligence to Advanced Analytics by Integrating IBM SPSS...Perficient, Inc.
Standard business intelligence reports and dashboards are effective tools to describe the state of your organization or department. However, there are many questions that these tools cannot address, such as:
Why is this happening?
How will my organization be impacted if these trends continue?
What will happen next?
How can we change the outcome of this situation?
Advanced analytics tools are necessary to accurately and quickly address these questions through statistical analysis, forecasting, predictive modeling and intelligent optimization. By integrating advanced analytics solutions with existing business intelligence platforms, your organization will be better positioned to extract actionable insight from your data to gain a true competitive advantage.
Learn how your organization can extend its business intelligence investments in IBM Cognos TM1 by integrating with IBM's leading advanced analytics platform, SPSS. We'll discuss the capabilities of TM1 and SPSS, integration methodologies and strategies, and demo an integrated analytics environment.
Intelligent finance operations provide competitive edge to enterprisesGenpact Ltd
Looking to transform your finance operations? Genpact designs and runs intelligent finance operations that integrate technology and analytics to achieve competitive edge.
CFOs and the Corporate Performance event presentation is now available for download!!
Don't miss out the chance to discover KMS Financial Dashboard and gain a 360 degree view of the profitability, risk and cash flow metrics of your organization. Get in touch with us and learn how to perform Dynamic Analysis, Simulation of Profits, Sensitivity Analysis and uncover key value drivers.
Your Digital Finance Transformation JourneyWorkday, Inc.
When it comes to navigating digital transformation within finance, no two organizations or industries are alike.
View this slide deck to learn how Workday and Deloitte are partnering to provide customers across industries with a perfect path forward, and can help you set a clear strategy for your journey.
KScope14 ranzal Organizational Value through AnalyticsAlithya
Edgewater Ranzal's Mike Killeen, VP of technology and Oracle Ace, and Chris Churchill, VP or planning and analytics, presented "Putting the 'A' Back into FP&A - Delivering Organizational Value through Business Analytics" at KScope14.
How to Improve Performance with Next-Gen Sales Enablement Technology in Finan...Perficient, Inc.
How are next-generation knowledge management solutions changing the pace of sales and marketing efficiency in financial services?
IT departments for financial firms are investing in enterprise solutions like cloud and mobile technology to improve efficiency, and sales and marketing are no exception. Information is often scattered, compliance approvals for collateral are a burden, and real-time access to the right materials and data is a challenge for most financial services companies.
A lot has changed with knowledge management solutions in financial services. From mobile access and cloud-based platforms to automation, analytics and seamless integration to CRM – you can’t afford to be left in the dust.
Join us as our team of industry experts explore:
Technology trends redefining your processes and IT systems
Scalable, dynamic solutions to empower sales and marketing teams
Best practices in implementing enterprise platforms
Client success stories in asset and wealth management
Improve Efficiency, Compliance and Productivity Through Finance Transformatio...Perficient, Inc.
The role of corporate finance in financial services firms has expanded as the demands for balancing growth, regulatory compliance and risk management increase. Firms must be able to improve visibility, insight and control over financial performance, and this can be done through technology-enabled transformation.
In this webinar, our expert discussed the strategic vision and components of finance transformation that will help your enterprise to identify gains in operational efficiency, improve forecasting and reporting, reduce risk, and optimize the strategic functions of the finance organization.
We covered:
-Demand and drivers for finance change
-Key components of the finance operating model
-Prioritization of value creation opportunities
-Approach for improving financial reporting processes
-Solution architecture to deliver meaningful insights to the business
Make your entertainment industry accounting team more strategicRKLeSolutions
As a finance leader in the entertainment industry, you deal with a unique set of challenges including managing multiple entities, creating consolidated reports, planning for the future, closing the month, and a whole lot more. The only way to do this well is to automate manual tasks with technology and free your team to be strategic. Would you like to know how to do this better? See how RKL eSolutions has helped Skydance, Legendary, and Spyglass Media improve their business processes with automation.
Increase Financial Firms' Sales Performance & Compliance with Compensation Ma...Perficient, Inc.
Financial services and banking organizations are challenged with aligning sales performance with corporate goals to drive business growth. In addition to financial performance, one of the largest challenges financial institutions face today is managing the balance of meeting regulatory requirements without potentially disrupting performance.
To help your organization manage performance and risk data against regulatory reporting requirements, you need to develop an enterprise-wide governance structure to gain control over sales channel compensation programs.
In this webinar, our experts covered:
-Challenges around sales performance, Dodd-Frank and compensation governance in financial services
-Industry-focused use cases and best practices for sales performance management solutions
-Case studies of leading financial institutions implementing sales performance and compensation management
Our experts also demonstrated how IBM Cognos Incentive Compensation Management enables organizations to achieve operational efficiency and reporting accuracy, greater data transparency, reduced risk and detailed sales performance analytics.
Similar to Finance Transformation for JABIL with IBM Cognos TM1 (20)
Bizview Performance Management for Qlikview UsersTridant
Bizview is a mid-market performance management product that enables customers to increase operational efficiency, improve staff productivity and generate more revenue
Leveraging Telecom Network Data with AlteryxTridant
Alteryx allows you to blend massive volumes of business and engineering data from your Business Support Systems (BSS) and Operational Support Systems (OSS) with third-party demographic, firmographic, and geospatial data in a single, intuitive workflow.
Powerful analytics transform disparate data into actionable insight with geographic significance, so you can make strategic decisions about network expansion, customer acquisition and retention, proactive maintenance, and other critical improvements. Plus, results can be easily shared across your company to enable agile decisions that improve network performance, increase customer satisfaction, and drive new revenue opportunities.
The Alteryx Designer solves this by delivering an intuitive workflow for data blending and advanced analytics that leads to deeper insights in hours, not the weeks typical of traditional approaches! The Alteryx Designer empowers data analysts by combining data blending, predictive analytics, spatial analytics, and reporting, visualization and analytic apps into one workflow.
Turn network and customer data into actionable insight
Whether you are a wireless, wireline, or cable network operator, the customer is king. From retaining existing customers to acquiring new subscribers from your competitors, competitive advantage in the fast-moving communications market is all about customer satisfaction and network modernization.
Alteryx Strategic Analytics allows you to combine massive volumes of business and engineering data from your Business Support Systems (BSS) and Operational Support Systems (OSS) with third-party demographic, firmagraphic, and industry-specific data in single, integrated environment. Powerful analytics transform disparate data into actionable insight with geographic significance, so you can make strategic decisions about network expansion, customer acquisition and retention, proactive maintenance, and other critical improvements.
Plus, results can be easily shared across your company to enable agile decisions that improve network performance, increase customer satisfaction, and drive new revenue opportunities.
Tridant - IBM Solutions Partner of the YearTridant
Tridant is one of Asia's most experienced analytics and performance management companies. With over 300 projects last year and a highly experienced and skilled team, we provide exceptional business value to clients
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
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdfEnterprise Wired
In this guide, we'll explore the key considerations and features to look for when choosing a Trusted analytics platform that meets your organization's needs and delivers actionable intelligence you can trust.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Discussion on Vector Databases, Unstructured Data and AI
https://www.meetup.com/unstructured-data-meetup-new-york/
This meetup is for people working in unstructured data. Speakers will come present about related topics such as vector databases, LLMs, and managing data at scale. The intended audience of this group includes roles like machine learning engineers, data scientists, data engineers, software engineers, and PMs.This meetup was formerly Milvus Meetup, and is sponsored by Zilliz maintainers of Milvus.
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.
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdfGetInData
Recently we have observed the rise of open-source Large Language Models (LLMs) that are community-driven or developed by the AI market leaders, such as Meta (Llama3), Databricks (DBRX) and Snowflake (Arctic). On the other hand, there is a growth in interest in specialized, carefully fine-tuned yet relatively small models that can efficiently assist programmers in day-to-day tasks. Finally, Retrieval-Augmented Generation (RAG) architectures have gained a lot of traction as the preferred approach for LLMs context and prompt augmentation for building conversational SQL data copilots, code copilots and chatbots.
In this presentation, we will show how we built upon these three concepts a robust Data Copilot that can help to democratize access to company data assets and boost performance of everyone working with data platforms.
Why do we need yet another (open-source ) Copilot?
How can we build one?
Architecture and evaluation
The Building Blocks of QuestDB, a Time Series Databasejavier ramirez
Talk Delivered at Valencia Codes Meetup 2024-06.
Traditionally, databases have treated timestamps just as another data type. However, when performing real-time analytics, timestamps should be first class citizens and we need rich time semantics to get the most out of our data. We also need to deal with ever growing datasets while keeping performant, which is as fun as it sounds.
It is no wonder time-series databases are now more popular than ever before. Join me in this session to learn about the internal architecture and building blocks of QuestDB, an open source time-series database designed for speed. We will also review a history of some of the changes we have gone over the past two years to deal with late and unordered data, non-blocking writes, read-replicas, or faster batch ingestion.
Finance Transformation for JABIL with IBM Cognos TM1
1. IBM Cognos TM1
+ IBM Cognos Business Intelligence
= Inverted Triangle
Patrick Patterson
Financial Systems Manager
Steven Thomson
Senior Director, Finance Transformation Team
2. Snapshot
Founded in Michigan, 1966
Global Manufacturing Services
Provider
24 Million Manufacturing Square
Feet
60+ Global Operations
Tenured Management Team
165,000 Dedicated Employees
Global Electronics
Solutions For a Changing World
3. Data Aggregation
Our BA Investment Drivers – Jabil Reporting State
2008
Source Systems
Forecast
Actuals
Plant
Reporting
Packages
Regional /
Sector
Reporting
Internal
Analysis
Consolidation Consolidated
Reporting
Reporting
Output
•Customers
• Board
• Sr Mgmt
• Regional /
Sector
Controllers
• BU
• Operations
• Site
Controllers
• Tax
Authorities
• Auditors
• SEC
• Local GAAP
Authorities
Exec
Analysis
Auditors
Press
Release
SEC
Tax
Package
4. Mergers &
Acquisitions
Divisional
Finance
Corp Financial
Planning and
Analysis
Transformation
Divisional Finance,
Planning and Analysis
Regional Finance
Sector Finance
Finance in Design
Materials & Supply
chain finance
Forecast & Variance
Reviews
MPC Structure
Weekly Reporting
Divisional & Sector
Support
Monthly Reporting
Plant Finance
Financial
Reporting
Management
Reporting
Best Practice &
Finance
Transformation
Regional Finance
Support &
Challenge
Resource
Planning &
Development
Control
Assurance &
Compliance
Regional Strategy
Ledger Maintenance GL,
AR, AP Inventory and
Cash
Balance Sheet
Reconcillations
SOX
Statutory Tax & Treasury
Reporting & compliance
Balance Sheet
Reconcillations
Costing & Materials
Analysis
Commercial Influence and
Direction
Variance Analysis
Bu & Ops Financial
Management
Workcell Forecasting &
Reporting
Forecast & Variance
integration
Sector & BU Strategy
Support
Material Strategy &
Performance Evaluation
Regional / Plant Finance
support & interaction
Pricing Review & Support
Balance sheet &
Asset
Management &
Governance
Resource
Planning and
Development
Operational &
Commercial
Support and
Challenge
Material Quoting, pricing
and standard
management
Working Capital & Risk
Management
SC Strategic
Development & Support
Material Price Variance
Driving Functional
Performance &
Accountability
Contractual Support &
Modelling
Process & Tool
Development & Integrity
Business Unit Support &
Interaction
Quoting R&D Evaluation
& Integrity
Investment Reviews &
Analysis
Design Strategy Support
and Influence
Reporting Compliance &
Analysis
SECReporting
ITFinance
Technical
Accounting
Corporate
Accounting
Consolidation&
Reporting
Equity&Equity
Compensation
Accounting
SEC Filings
External Audit
Support
Debt & Equity
Offerings and
Support
Cost
Containment
Manage IT
Capital Projects
IT Financial
Support
Forecast &
Variance
Review
Corp & Site level
support
Cost Center
Reporting and
Analysis
Cost Center
Owner Support
Intercompany
Charge Out
Support
Forecast &
Variance
Review
GL Maintenance
& Balance Sheet
reconciliation
US GAAP
Training
Support to
Finance, Ops &
BD
Implementation
of new
accounting
standards
External Audit
Support
Transactional
Technical
Accounting
Research
Non operating
Entity
Accounting
External Audit
Support
Consolidation
of Global
Financial
Information
Statutory
Accounting
Financial
Reporting and
Analysis
HR
Compensation
Committee
Support
External Audit
Support
UBS
Adminisatration
Accounting
Compliance &
Reporting
Participant
Support
GlobalCash
Management
GlobalFinancial
RiskMgmt&
Hedging
Regional
Treasury
GlobalCredit
Mgmt
Controls &
Processes
Support the
Organization
Compliance &
Regulatory
Reporting
Planning
Special
Projects
Decision
Supportto
BUandOps
ExecutiveOffice
Support
Divisional
Finance
Support
Legal
Legal
Tax Calc, KPMG & SEC Filing
SOX
Customs Regulation
Payroll and Benefit Reporting
International, Federal, State &
Local
Audit
VAT&Sales
TaxsupportSystems
Education
People
Deployment
Continuous
Improvement&
Transformation
CashTaxes
Acquisitions
Grants
Footprint&
Entity
Structure
Transfer
Pricing
Global
Sourcing
SupplierFinancial
Review–Supply
chain
ChairGlobal
CreditCommittee
A/RCollection,A/R
Aging&
Delinquency
Monitoring
New&Existing
CustomerCredit
MgmtPlants
Potentialnew
customersfinancial
reviews.Business
Development
Regionaleducation
&supporttoplant
finance&Bu
RegionalCredit
Mgmt
RegionalFinancial
RiskMgmt&
Hedging
Executionofglobal
cash,financialrisk
&credit
management
RegionalCash
Mgmt&Liquidity
Mgmt
RegionalBest
Practice,Business
continuity
Riskmitigation&
HedgingStrategy
Pricing&BD
Support/
Strategies
Capitalstructure
analysis&
optimization
Exposure
Identification&
Forecasting
FAS52,FAS133
andotheraccount
standard
compliance
ManageFinancial
Institutions–
Hedging
relationship
Education&
Training
Treasuryfront
office,globalbest
practice,business
continuity
ChairFinancialRisk
MgmtCommittee
CapitalMarket,
Creditfacility&
Securitization
DebtCompliance
Banking&Financial
Institution
RelationshipMgmt
Cash
Forecasting&
LiquidityMgt
IntercompanyLoan
Mgmt
TreasuryBack
office,globalbest
practice,business
continuity
CreditRating
AgencyReporting&
Analysis
SpecialProjects
BankAccount&
CashManagement
StructureOversight
Education&
Training
IT Financial
Support
Risk
Assessment
Finance
Compliance
Strategic
Operations
ERM
Controls /
Mitigation
plan
SOX
Section
302
Testing /
Reporting
Data
mining /
Fraud
Mitigation
Section
404
Hotline
Reporting
Legal
Medical
EICC
JDAS
HR
ISO
Compliance/
Regulatory
Corporate
HR
Entity
Level
Plant
IT
Controls
&
Processes
Supply
Chain
IIAStandards
Reporting
Audit Committee
Quality
Assurance
Education
Jabil
Finance
Corporate
Reporting
Corporate
Tax
Corporate
Treasury
Risk &
Assurance
Corporate
Controlling
Time to Review our Reporting Needs!
5. Inverting the Triangle
Data Analysis &
Business Insight
Data Prep &
Reporting Reduce
Waste
Increase
Value-Add
Start State Future State
• Less time for preparation - more for interrogation, insight and engagement
with business and operations to influence decisions
• Reporters to analysts
• Communicate For Results – focussed analytics quickly highlighting issues
and opportunities to our business partners – less is more
• Standardized suite of reports and tools – one version of the truth
• Realizing this vision requires replacement of rather than addition to current
reporting & analysis
7. Software Toolset
Controller
• Statutory Reporting
• Integrated Consolidations
• Automated GL account controls and reconciliation
TM1
• Integrated management accounting & forecasting – All of
our data in one place
• Data management framework for easy interrogation
• Automated actual loads
Cognos BI
• On demand analytics for the end user
• Advanced visualization & insight - CFR
• Executive reporting and dashboards
8. How to Invert the Triangle?
Business Partnering
Workshop
Master Analyst
Qualification
• Business Partnering & Master
Analyst
• Moving away from report
generation to a role where finance
can partner with Jabil’s business
and operations functions
• BI Simulation (Future Chips)
• Introduce the Baseline
• It is not about which reports to use
on which days of the month. It is
about changing the mindset in
finance to understand how we can
add value to the decision making
process
• Critical thinking examples utilizing
the analytics library
• Master Analysts are our frontline
9. TM1 and Jabil
• Purchased TM1 in 2009
• Go Live in 2010
• 2500 Users World Wide
• One centralized server
• Load tested for 300 concurrent users (think time 3-5 seconds)
• 95% of use in TM1 Web
• Initially used for Actuals/Forecasting
10. Initial TM1 Challenges and Remedies
• Challenges:
• Enterprise Scale and Maintenance
• Partitioning
• Delayed Data Synchronization
• Remedies:
• Parallel Interaction + Model 2.0
• Open STA Testing
11. TM1 Benefits
• The time it takes to develop a new model is very fast
• Developers can prototype and work with functional users to
make sure they get exactly what they want.
• Very customizable
• If can’t be done using TM1 built in TM1 functionality, can easily
call external programs/applications to do work and bring it back
into TM1.
• Easy to use menu driven interface
14. TM1 Wins
• Replace plant controlled Excel-based forecasting with an
integrated system
• Unify the cross-plant consolidation process and remove Excel
reliance
• Provide standardized actual to forecast variance reporting
• Eliminate the need for manual manipulation of data
• Fast real time analysis – SUPER FAST (and getting faster)!
• Ability to forecast in document currency with real time
currency conversion
• Automatic Reconciliation
15. TM1 Wins
• Major reduction in the number of data points entered in by the
sites.
• Actual load automation. (SAP +20 other Non SAP ERP’s)
• Decentralized security allowing sites not to have to wait for
corporate to add or change user access
• Built in allocation model and methodology allowing for
consistent allocations across the enterprise.
16. New TM1 Applications
• Pricing/Quoting for new business
• Strategic Planning
• Headcount Planning
17. What’s Next for TM1?
• What If applications
• Operations Data
• Voice of the Customer
18. The Enterprise Analytics Challenge
The Blind Men and the Elephant – John Godfrey Saxe (1816-1887)
19. Developing the Analytics Capability
Data
Analysis &
Business
Insight
Data Prep
&
Reporting
PRENATAL INFANT CHILD TEENAGER ADULT SAGE
SKILLSGAP
BI FOUNDATION –Data Sources, Reports, Visualizations, Scorecards, Predictive
Automated
Reporting
Guided
Analytics
Understand
the Drivers
Mine for
Commercial
Impact
20. Building the Foundation – The Analytics Library
• Goals:
• Deliver a flexible analytics solution, one stop shop concept
• Kept reports simple and clean
• Quickly answer 70-80% of financial questions
• Method:
• Joint Application Development approach
• important to have the right skills mix and resource to deliver
• Tips:
• Business Vision + BI Application Knowledge = Increased user
value
21. Report types organized for interrogation
• Position: Data displayed for a single point in time eg. Month,
Quarter, Year
• Trend: Data displayed for 12 historical (Forecast or Actual) or
12 future periods (Forecast)
• Variance: Shows the difference between two positions with
period and version as the variables. E.g. Actual v Q1 Locked
Forecast for Q1 FY11, Actual Q2 FY11 vs Actual Q3 FY11
• Correlation: Show the relationship between 2 variables over
time (e.g is the a linear relationship between Labor and
Revenue)
• Waterfall: Shows the movement between 2 positions
22. Content and Structure
• 60+ Report Studio Reports
• Line, Bar, 100%, Marimekko, KPI,
Gymnastics, Waterfall
• 600+ Business Insight Dashboards
• Dashboards Style Reports
• Capacity
• Inventory
• Customer Variance
• Pass on Pass
23. Reporting Standards
• Packaged Reports: Traditional cross-tab reports are represented
by data tables and comprise of Trend and Variance reports
24. Reporting Standards
• Bar & line: Easily spot monthly, quarterly and yearly trends for
more accurate forecasting
27. Business Insight Workspace
• Combine pieces of the Analytics library (reports or individual
components) to get a complete picture E.g. Forecast Review
28. Global SME dashboard contest
• Way to promote the sharing of best practices
• Understand if BI is adding the value we think it is
• Scoring based on:
• Inverting the Triangle
• Baseline Alignment
• Effective Business Partnering
• Communicate for Success
• Highlight Relationships within the Data
• Highlight Key Trends
• Visual Impact and Relevance
• Contributes to the Finance PDCA Cycle
29. SME Dashboard Contest Finalist
• Inventory is the Largest Investment at
Jabil
• This Dashboard will Allow Us to Monitor
Inventory at a Regional Level by
Identifying Major Issues at both a Plant
and Customer Level
• Updates with Weekly Indicator
• Allows Drill-down to Individual Plants
• Identifies Top Contributing Customer
Quickly
• Provides a Quick Summary of the Major
Components of Inventory
30. Analysis - Starting
Current Forecast does not
reflect historical growth
Current Forecast does not
reflect spike in last month of
Jabil’s Quarter
What questions does this make
you consider – and what data do
we need to help?
31. Cost Centre Forecast
DOES THIS: THIS:
THE BEST USE OF JABIL’S
RESOURCE?
What questions does this make
you consider – and what data do
we need to help?
32. Analytics Challenges
• Business
• Transforming our people
• Change is Hard!
• Communication
• Which is the right report for
me?
• What are others using?
• What does the executive team
look at?
• Technical
• Performance – Hope is not a
strategy
• 10.2 appears to be about
50% faster so far
• DQM Migration
• Aggregation Awareness
• Business Insight (Cognos
Workspace)
– Printing
– Hierarchy changes
– Listen for widget events
– Concurrent query execution
(20 charts = 20 queries)
33. Results
• “We’ve come a long way in the last few
months!” – Forbes Alexander, Jabil CFO
• Really just got visibility of the financial
information above the water line
• BI has created an appreciation of the
importance and necessity of all the work
that went in TM1
• Execs are delighted – real time access to
data that they have never had before, real
insight into the data driving results
• Driving finance to change how they
support – MAQ and Business Partnering
is enabled by our system capabilities
Cognos 10 BI
TM1
36. • Revenue of quotes lost by lost categories for a period
37. Results - What our users say
“This dashboard is an excellent alternative to the Excel file; much more reliable for use during
the forecast reviews.”
Business Unit Manager
“I like being able to view my forecast as soon as it is updated. The dashboard is easy to use
and having all the relevant information in a single screen saves time jumping between files.”
Business Unit Coordinator
“The pass –on-pass view along with the ability to select a specific account and see trends in
as quick as click makes this a valuable too l during forecast reviews.”
Business Unit Director
“The time saved in producing and publishing reports by our financial analyst can now be used
in identifying and closing gaps.”
Accounting Supervisor
“Report Generation that used to take 3 days is now completed in minutes”
Group Controller
38. What’s Next for BI?
• Upgrade to 10.2
– Migration to Dynamic Query Mode
• Strategic and Scenario Planning
– Stronger Foresight with Predictive Analytics
– Metrics Studio
– Balanced Scorecards
• Mobile
• Limitless Visualization
• Beyond Finance – Operational & HR data
• Create an Information Advantage