Data + Science Towards Organizational Excellence. eric Choo
|
|
|
- Theodora Stevenson
- 8 years ago
- Views:
Transcription
1 Data + Science Towards Organizational Excellence eric Choo
2 Business Intelligence & Big Data Analytics SoftSource Big Data Solutions Business Intelligence & Data EVA Services D a t a E x p l o r a t i o n, V i s u a l i z a t i o n & A n a l y s i s Data MBA Services Data Mining & Business Analytics V e r t i c a l S o l u t i o n s & H a d o o p - b a s e d A p p l i c a t i o n s Authorized Hadoop T r a i n i n g C e n t r e & B i g D a t a S y s t e m s I n t e g r a t o r Infrastructure - Servers, Storage, Data Protection & Retention Solutions C o n s u l t a t i o n, I m p l e m e n t a t i o n & P r o j e c t M a n a g e m e n t
3 What you will be hearing
4 DATA SCIENCE
5 Data Science What is Data Science Extraction of knowledge from data employing math, statistics and information theory (Probability model, machine learning and etc.) Let the gut feel make the assumptions', and the data be the prove
6 Basic Data Science Categories Classification (Supervised Learning) Clustering (Unsupervised Learning)
7 Classification / Supervised Learning Example I know that it will rain when Sky is dark More moisture in the air Its is near raining session Question: In the current weather will it rain This is Classification Labelling of data according to a labelled training set Type of algorithms Naive Bayes Linear Regression Decision Trees
8 Clustering / Unsupervised Learning Example: I have a set of data collected regarding weather I have multiple other set of data that are non related to the weather. ie. forest fire data from nearby region, etc. Are there any relation between the data set? Type of algorithms K-mean Fuzzy Clustering
9 What you will be hearing
10 TEXT ANALYTICS
11 Text Analytics Text Documents Hadoop MAHOUT (Data Science Tool) MapReduce CLUSTER DOCUMENTS
12 Text Analytics Text Documents Hadoop MAHOUT (Data Science Tool) MapReduce CLUSTER 1 CLUSTER 2 CLUSTER 3 CLUSTER 4
13 Categorizing into Topics/Stories CONSTRUCT STORIES CATEGORY : INNOVATION TOP TERMS CL 1 Technology 3D Printing Steve Jobs Sports Wear CLUSTER 1 CLUSTER 2 CATEGORY : SECURITY TOP TERMS CL 2 United Nations Dogs Camera Internet of Things CLUSTER 3 CLUSTER 4
14 Term Document Matrix Word 1 Word 2 Word 3 Word 4 Word 5 Word 6 Word 7 Word 8 Word 9 Word 10 Word 11 FILE 1 FILE 2 FILE 3 FILE 4 FILE 5 FILE 6 FILE 7 Cluster 1: FILE 1 FILE 6 Cluster 2: FILE 2 FILE 5 Cluster 3: FILE 3 FILE 4 Cluster 4: FILE 7
15 What you will be hearing
16 SENTIMENT ANALYTICS
17 Sentiment Analysis TWITTER (DATA IN JSON FORMAT) Field Value Analyze Tweets For Country United States By individual State Objective : To find out the level of happiness of a State in USA
18 Sentiment Dictionary Sentiment Dictionary AFINN-111
19 Sentiment Score Computation San Francisco Score at tweet level for CA Los Angeles New York Chicago Boston San Diego Score at tweet level for CA Score at tweet level for CA Summing up the tweet level scores for each state
20 Results in Sentiment Analysis Happy States Unhappy States
21 Results in an example of Simple Visualization
22 Results in an example of Complex Visualization
23 What you will be hearing
24 INVESTMENT USE CASE
25 Introduction CASE Discover business insights for global investment opportunities THE PROBLEMS You have a lot of money but you do not know : What to invest in? Which country to invest in? How to choose the criteria? How to measure? Data is available but they are in silos
26 Economic Policy Education Environment Financial Sector Health Infrastructure Property Poverty Private Sector Public Sector Multiple Data Sources For Countries INTERNATIONAL MONETARY FUND Hadoop
27 The International Monetary Fund Data Country Country Code Indicator Name Indicator Code Year Category Analyze Data in MapR using Pig, R, etc.
28 Decision with Analytics Support DECISION SQL Structured Query Language Data Science Text Analytics IMF Data Hadoop
29 GDP Related Indicators ENVIRONMENT PUBLIC SECTOR INFRASTRUCTURE FINANCIAL SECTOR ECONOMIC POLICY AND DEBT NY.GDP.PETR.RT.ZS - Oil rents (% of GDP) NY.GDP.COAL.RT.ZS - Coal rents (% of GDP) NY.GDP.FRST.RT.ZS - Forest rents (% of GDP) NY.GDP.MINR.RT.ZS - Mineral rents (% of GDP) NY.GDP.NGAS.RT.ZS - Natural gas rents (% of GDP) EN.ATM.CO2E.PP.GD - CO2 emissions (kg per PPP $ of GDP) EN.ATM.CO2E.KD.GD - CO2 emissions (kg per 2005 US$ of GDP) NY.GDP.TOTL.RT.ZS - Total natural resources rents (% of GDP) EN.ATM.CO2E.PP.GD.KD - CO2 emissions (kg per 2011 PPP $ of GDP) GC.XPN.TOTL.GD.ZS - Expense (% of GDP) GC.TAX.TOTL.GD.ZS - Tax revenue (% of GDP) GC.BAL.CASH.GD.ZS - Cash surplus/deficit (% of GDP) MS.MIL.XPND.GD.ZS - Military expenditure (% of GDP) GB.XPD.RSDV.GD.ZS - Research and development expenditure (% of GDP) FM.LBL.BMNY.GD.ZS - Broad money (% of GDP) FS.LBL.LIQU.GD.ZS - Liquid liabilities (M3) as % of GDP FS.LBL.QLIQ.GD.ZS - Quasi-liquid liabilities (% of GDP) FM.LBL.MQMY.GD.ZS - Money and quasi money (M2) as % of GDP FS.AST.PRVT.GD.ZS - Domestic credit to private sector (% of GDP) CM.MKT.LCAP.GD.ZS - Market capitalization of listed companies (% of GDP) FD.AST.PRVT.GD.ZS - Domestic credit to private sector by banks (% of GDP) FS.AST.DOMS.GD.ZS - Domestic credit provided by financial sector (% of GDP) FS.AST.DOMO.GD.ZS - Claims on other sectors of the domestic economy (% of GDP) NE.TRD.GNFS.ZS - Trade (% of GDP) NY.GNS.ICTR.ZS - Gross savings (% of GDP) BG.GSR.NFSV.GD.ZS - Trade in services (% of GDP) ACADEMIC R&D
30 Selected Indicators ENVIRONMENT PUBLIC SECTOR INFRASTRUCTURE FINANCIAL SECTOR ECONOMIC POLICY AND DEBT EDUCATION EN.ATM.CO2E.PP.GD.KD - CO2 emissions (kg per 2011 PPP $ of GDP) GC.TAX.TOTL.GD.ZS - Tax revenue (% of GDP) GC.BAL.CASH.GD.ZS - Cash surplus/deficit (% of GDP) MS.MIL.XPND.GD.ZS - Military expenditure (% of GDP) GB.XPD.RSDV.GD.ZS - Research and development expenditure (% of GDP) CM.MKT.LCAP.GD.ZS - Market capitalization of listed companies (% of GDP) NY.GNS.ICTR.ZS - Gross savings (% of GDP) SE.XPD.TERT.PC.ZS - Expenditure per student, tertiary (% of GDP per capita)
31 World Wide Indicators Average And Maximum Indicator Code Avg Max Criteria GB.XPD.RSDV.GD.ZS - R&D Expenditure > 0.5 SE.XPD.TERT.PC.ZS Expenditure per Student > 70 CM.MKT.LCAP.GD.ZS Market Capitalization > 400 EN.ATM.CO2E.PP.GD.KD - CO2 Emission < 0.2 GC.BAL.CASH.GD.ZS Cash Surplus / Deficit > 10 GC.TAX.TOTL.GD.ZS Tax Revenue > 30 MS.MIL.XPND.GD.ZS - Military Expenditure to 20
32 Countries Ranked By Score And Criteria Country Fulfilled Qty Avg Score Hong Kong SAR, China 5 63 Malaysia 6 29 Singapore 6 27 Luxembourg 5 27 United Kingdom 6 23 Jordan 5 23 Denmark 6 21 United States 6 19 Morocco 6 19 Sweden 5 19 Canada 5 19 Finland 5 18 Chile 5 18 Netherlands 5 17 Cyprus 5 17 Israel 6 16 India 6 16 Country Fulfilled Qty Avg Score France 6 15 Spain 5 14 Botswana 5 14 Korea, Rep Norway 5 13 Belgium 5 13 Ireland 5 11 Brazil 5 11 Russian Federation 5 10 Greece 5 10 Portugal 6 9 Germany 5 9 Egypt, Arab Rep. 5 9 Italy 5 8 Croatia 5 8 Lebanon 5 6 Turkey Countries Ranked by Average Score (based on Indicator Values)
33 Advanced Analysis With MapR Hadoop & R Country Fulfilled Qty Avg Score Hong Kong SAR, China 5 63 Malaysia 6 29 Singapore 6 27 Luxembourg 5 27 United Kingdom 6 23 Jordan 5 23 Denmark 6 21 United States 6 19 Morocco 6 19 Sweden 5 19 Canada 5 19 Finland 5 18 Chile 5 18 Netherlands 5 17 Cyprus 5 17 Israel 6 16 India 6 16 Gross Saving Education Expenditures Military Expenditures CO2 Emission Tax Revenue Cash Surplus / Deficit Market Capitalization DECISION TIME SERIES LINEAR REGRESSION BAYESIAN NETWORK DECISION LIST
34 What you will be hearing
35 DATA SCIENCE AND THE HR CHALLENGES
36 Data Science & the HR Challenge Areas Added to the HR Function's Scope: 2013 Use of technology 15% Social networking/web % Employer branding 17% Measurement and metric 18% None 22% Strategic workforce planning 24% Organizational Re-structuring 26% 0% 5% 10% 15% 20% 25% 30% Source:
37 Data Science & the HR Challenge HR Areas the Organization Considers Most Important: 2013 Planning for staff succession 21% Managing staff performance 25% Managing change 25% Attracting and recuiting staff 26% Increasing employee engagement 28% Increasing leadership capability 30% 0% 5% 10% 15% 20% 25% 30% 35% Source:
38 HR Scorecards Low 25% 25% - 50% 50% - 75% Top 75% Company's position Best practice Revenue per FTE (PLN) % 75% - 100% Cost per FTE (PLN) % 0% - 25% Profit per FTE (PLN) % 75% - 100% Wealth Created per FTE (PLN) % 75% - 100% Remuneration/Revenue (%) 8% 14% 0% - 25% Average Remuniration (PLN) % 25% - 50% Human Capital ROI (PLN) % 75% - 100% ENGAGEMENT & BEHAVIORS Performance Related Pay (%) 7.0% 20.1% 32% 75% - 100% Absence Rate (%) 3.1% 6.2% 59% 0% - 25% Resignation Rate (%) 3.0% 15.0% 85% 0% - 25% FUNCTION & STRUCTURE L & D Hours per FTE 2.5 h 12.0 h 39% 75% - 100% Learning Penetration (%) 21.0% 80.0% 17% 75% - 100% FTEs per HR Department FTE 92 89% 75% - 100% HR Department Costs per FTE (PLN) % 0% - 25% Current company's result Best practice Areas of improvement Areas for immediate improvement Distance to best practice Source:
39 Dynamism of HR Functions Human Resource Strategy: Within a diverse and evolving environment we aim to engage our people through effective leadership, the promotion of well being and the provision of continuous development Diverse and Conducive Environment Adapted Leadership Communication Informed Management Team/Partnership Development Learning from our Staff Management of Communication Networks Consultation Processes Opportunities & Development Policies & Procedures Resource Management Style & Traits Informed Decision Making Written Verbal IT Feedback Mechanism Realistic Appraisals / Eds Realism Staffing Appropriate Equipment Finance Appointing the Right Person Consultation with Staff Training Continual Assessment of Competencies Rewards and Recognition Work/Life Balance Support Services Management of Abstraction Health & Safety Principles Source:
40 Analytics & Organization Excellence Analytics is Definitely Coming to HR The Evolution of Business Analytics in other Functions The Waves of Business Analytics Finance & Logistics Customer & Marketing Talent & Leadership Integrated ERP and Financial Analytics Predictive Customer Behavior - CRM Predictive Talent Models HR Analytics Integrated Supply Chain Web Behavior Analytics Business-driven Talent analytics Logistics and Supply Chain analytics 1980s Financial and Budget Analytics Customer Analytics CRM (Data Warehouse) Customer Segmentation Shopping Basket Integrated Talent Management Workforce Planning Recruiting, Learning, Performance Measurement The Industrial Economy The Financial Economy The Customer Economy and Web The Talent Economy Steel, Oil, Railroads Conglomerates Financial Engineering Customer Segmentation Personalized Products Source: Globalization, Demographics Skills and Leadership Shortages Early 1900s 1950s-60s 1970s-80s Today
41 External Sources Of Information On Employees DECISION SQL Structured Query Language Data Science Text Analytics Social Medias Social Blogs Company Feedback Forms Hadoop
42 What you will be hearing
43 ORGANIZATION EXCELLENCE
44 Organization Excellence Organization Objective Decrease operational cost (Operation Analytics) Increase sales (Predictive Analytics / Collaborative Filtering) Employee Satisfaction Employee Sentiment (Sentiment Analytics) Behavioural Pattern (Behavioural Analytics) Customer Delight Customer sentiment (Sentiment Analytics) Behavioural Pattern (Behavioural Analytics)
45 Organizational Excellence Achieving Strategic Balance and Sustainability Financial/Strategic Results And we will keep/get more business. Clients and Partners Then our client will be delighted Processes Doing the right things in the most effective way People If we have focused, skilled and engaged staff
46
47 Big Data Implementation Road Map PLAN BUILD MANAGE Plan, Design, Implement Support / Managed Services Validation Assess Understand Proof of Concept Discovery Workshop Model Explore
48 Please take some time to fill up the feedback form and the Question Sheet
41 T Korea, Rep. 52.3. 42 T Netherlands 51.4. 43 T Japan 51.1. 44 E Bulgaria 51.1. 45 T Argentina 50.8. 46 T Czech Republic 50.4. 47 T Greece 50.
Overall Results Climate Change Performance Index 2012 Table 1 Rank Country Score** Partial Score Tendency Trend Level Policy 1* Rank Country Score** Partial Score Tendency Trend Level Policy 21 - Egypt***
Foreign Taxes Paid and Foreign Source Income INTECH Global Income Managed Volatility Fund
Income INTECH Global Income Managed Volatility Fund Australia 0.0066 0.0375 Austria 0.0045 0.0014 Belgium 0.0461 0.0138 Bermuda 0.0000 0.0059 Canada 0.0919 0.0275 Cayman Islands 0.0000 0.0044 China 0.0000
Global Effective Tax Rates
www.pwc.com/us/nes Global s Global s April 14, 2011 This document has been prepared pursuant to an engagement between PwC and its Client. As to all other parties, it is for general information purposes
World Consumer Income and Expenditure Patterns
World Consumer Income and Expenditure Patterns 2014 14th edi tion Euromonitor International Ltd. 60-61 Britton Street, EC1M 5UX TableTypeID: 30010; ITtableID: 22914 Income Algeria Income Algeria Income
MALTA TRADING COMPANIES IN MALTA
MALTA TRADING COMPANIES IN MALTA Trading companies in Malta 1. An effective jurisdiction for international trading operations 410.000 MALTA GMT +1 Located in the heart of the Mediterranean, Malta has always
Reporting practices for domestic and total debt securities
Last updated: 4 September 2015 Reporting practices for domestic and total debt securities While the BIS debt securities statistics are in principle harmonised with the recommendations in the Handbook on
U.S. Trade Overview, 2013
U.S. Trade Overview, 213 Stephanie Han & Natalie Soroka Trade and Economic Analysis Industry and Analysis Department of Commerce International Trade Administration October 214 Trade: A Vital Part of the
Composition of Premium in Life and Non-life Insurance Segments
2012 2nd International Conference on Computer and Software Modeling (ICCSM 2012) IPCSIT vol. 54 (2012) (2012) IACSIT Press, Singapore DOI: 10.7763/IPCSIT.2012.V54.16 Composition of Premium in Life and
IMD World Talent Report. By the IMD World Competitiveness Center
2014 IMD World Talent Report By the IMD World Competitiveness Center November 2014 IMD World Talent Report 2014 Copyright 2014 by IMD: Institute for Management Development, Lausanne, Switzerland For further
The Role of Banks in Global Mergers and Acquisitions by James R. Barth, Triphon Phumiwasana, and Keven Yost *
The Role of Banks in Global Mergers and Acquisitions by James R. Barth, Triphon Phumiwasana, and Keven Yost * There has been substantial consolidation among firms in many industries in countries around
IMD World Talent Report. By the IMD World Competitiveness Center
2015 IMD World Talent Report By the IMD World Competitiveness Center November 2015 IMD World Talent Report 2015 Copyright 2015 by IMD Institute for Management Ch. de Bellerive 23 P.O. Box 915 CH-1001 Lausanne
USAGE OF METRICS AND ANALYTICS IN EMEA MOVING UP THE MATURITY CURVE
USAGE OF METRICS AND ANALYTICS IN EMEA MOVING UP THE MATURITY CURVE USAGE OF METRICS AND ANALYTICS IN EMEA MOVING UP THE MATURITY CURVE When we asked business executives about the importance of human capital
How To Get A New Phone System For Your Business
Cisco Phone Systems Telemarketing Script Cold Call 1. Locate Contact: Name listed Owner General Manager / Office Manager Chief BDM (Business Decision Maker) Note: Avoid talking to IT since this is not
SEPTEMBER 2012 TALENT ASSESSMENT IN M&A THE PEOPLE FACTOR
SEPTEMBER 2012 TALENT ASSESSMENT IN M&A THE PEOPLE FACTOR It is critical to assess the target company s human capital with the same rigor that s applied toward assessing pension liabilities, inventories,
Appendix 1: Full Country Rankings
Appendix 1: Full Country Rankings Below please find the complete rankings of all 75 markets considered in the analysis. Rankings are broken into overall rankings and subsector rankings. Overall Renewable
THE CISCO CRM COMMUNICATIONS CONNECTOR GIVES EMPLOYEES SECURE, RELIABLE, AND CONVENIENT ACCESS TO CUSTOMER INFORMATION
CUSTOMER SUCCESS STORY THE CISCO CRM COMMUNICATIONS CONNECTOR GIVES EMPLOYEES SECURE, RELIABLE, AND CONVENIENT ACCESS TO CUSTOMER INFORMATION EXECUTIVE SUMMARY CUSTOMER NAME Coleman Technologies INDUSTRY
Hong Kong s Health Spending 1989 to 2033
Hong Kong s Health Spending 1989 to 2033 Gabriel M Leung School of Public Health The University of Hong Kong What are Domestic Health Accounts? Methodology used to determine a territory s health expenditure
Triple-play subscriptions to rocket to 400 mil.
Triple-play criptions to rocket to 400 mil. Global triple-play criptions will reach 400 million by 2017; up by nearly 300 million on the end-2011 total and up by 380 million on the 2007 total, according
How To Find Out What Countries Do With Management System Certification
PAULO SAMPAIO University of Minho, School of Engineering, Systems and Production Department Campus Gualtar 4710-057 Braga, Portugal paulosampaio@dps.uminho.pt MANAGEMENT SYSTEMS: A GLOBAL PERSPECTIVE Summary
BT Premium Event Call and Web Rate Card
BT Managed Event and BT Self-Managed Event (also referred to as Express, Plus and Premium) Conference Bridge and Call for Booked Audio Conferencing Services will comprise the following for each phone-conference:
Delegation in human resource management
From: Government at a Glance 2009 Access the complete publication at: http://dx.doi.org/10.1787/9789264075061-en Delegation in human resource management Please cite this chapter as: OECD (2009), Delegation
The value of accredited certification
Certified Once Accepted Everywhere The value of accredited certification Survey Report Published May 212 In 21/11, the IAF carried out a global survey to capture market feedback on the value of certification.
The big pay turnaround: Eurozone recovering, emerging markets falter in 2015
The big pay turnaround: Eurozone recovering, emerging markets falter in 2015 Global salary rises up compared to last year But workers in key emerging markets will experience real wage cuts Increase in
Know the Facts. Aon Hewitt Country Profiles can help: Support a decision to establish or not establish operations in a specific country.
Aon Hewitt Country Profiles Your eguide to employment requirements and practices Profiles for nearly 90 countries worldwide Risk. Reinsurance. Human Resources. Know the Facts Whether you are a newcomer
Axioma Risk Monitor Global Developed Markets 29 June 2016
Axioma Risk Monitor Global Developed Markets 29 June 2016 1. Global volatility hotspots 2. Global correlation hotspots www.axioma.com Greater than 1% rise over last week Greater than 1% fall over last
ON OECD I-O DATABASE AND ITS EXTENSION TO INTER-COUNTRY INTER- INDUSTRY ANALYSIS " Norihiko YAMANO"
ON OECD I-O DATABASE AND ITS EXTENSION TO INTER-COUNTRY INTER- INDUSTRY ANALYSIS " Norihiko YAMANO" OECD Directorate for Science Technology and Industry" " 1 February 2012" INTERNATIONAL WORKSHOP ON FRONTIERS
On What Resources and Services Is Education Funding Spent?
Indicator On What Resources and Services Is Education Funding Spent? In primary, secondary and post-secondary non-tertiary education combined, current accounts for an average of 92% of total spending in
Senate Committee: Education and Employment. QUESTION ON NOTICE Budget Estimates 2015-2016
Senate Committee: Education and Employment QUESTION ON NOTICE Budget Estimates 2015-2016 Outcome: Higher Education Research and International Department of Education and Training Question No. SQ15-000549
BIS CEMLA Roundtable on Fiscal Policy, public debt management and government bond markets: issues for central banks
BIS CEMLA Roundtable on Fiscal Policy, public debt management and government bond markets: issues for central banks Is monetary policy constrained by fiscal policy? by Carlos Montoro 26-27 November 212
CMMI for SCAMPI SM Class A Appraisal Results 2011 End-Year Update
CMMI for SCAMPI SM Class A 2011 End-Year Update Software Engineering Institute Carnegie Mellon University Pittsburgh, PA 15213 1 Outline Introduction Current Status Community Trends Organizational Trends
2011 ICT Facts and Figures
The World in 211 ICT Facts and Figures One third of the world s population is online 45% of Internet users below the age of 25 Share of Internet users in the total population Users, developed Using Internet:
Malta Companies in International Tax Structuring February 2015
INFORMATION SHEET No. 126 Malta in International Tax Structuring February 2015 Introduction Malta is a reputable EU business and financial centre with an attractive tax regime and sound legislative framework.
CISCO IP PHONE SERVICES SOFTWARE DEVELOPMENT KIT (SDK)
DATA SHEET CISCO IP PHONE SERVICES SOFTWARE DEVELOPMENT KIT (SDK) Cisco Systems IP Phone Services bring the power of the World Wide Web to Cisco IP Phones. An integral part of a Cisco AVVID (Architecture
Global Marine Insurance Report 2008
Global Marine Insurance Report 28 Astrid Seltmann Facts & Figures Committee Analyst/Actuary, CEFOR, Norway Report on marine insurance premiums 26 and 27 By end of August 28, 49 of 54 members (ex 45 of
OCTOBER 2010. Russell-Parametric Cross-Sectional Volatility (CrossVol ) Indexes Construction and Methodology
OCTOBER 2010 Russell-Parametric Cross-Sectional Volatility (CrossVol ) Indexes Construction and Methodology SEPTEMBER 2010 Russell-Parametric Cross-Sectional Volatility (CrossVol) Indexes Construction
Boys outperform girls in mathematics by a larger margin than they did in PISA 2003.
SPAIN Key findings Spain s performance in mathematics, reading and science remains anchored just below the OECD average, despite a 35% increase in spending on education since 2003 and numerous reform efforts
NORTHERN TRUST GLOBAL TRADE CUT OFF DEADLINES
Argentina T+3 Only Govt Tsy Bills (Letes) have a settlement cycle of T+1, other fixed income securities have a T+3 settlement cycle. T+0 OTC Market (MAE) SD 1200 9amSD-2 9am SD T+3 T+0 SD 1500 9am SD 9am
Supported Payment Methods
Supported Payment Methods Global In the global payments market, credit cards are the most popular payment method. However, BlueSnap expands the payment selection by including not only the major credit
2015 Country RepTrak The World s Most Reputable Countries
2015 Country RepTrak The World s Most Reputable Countries July 2015 The World s View on Countries: An Online Study of the Reputation of 55 Countries RepTrak is a registered trademark of Reputation Institute.
Data Modeling & Bureau Scoring Experian for CreditChex
Data Modeling & Bureau Scoring Experian for CreditChex Karachi Nov. 29 th 2007 Experian Decision Analytics Credit Services Help clients with data and services to make business critical decisions in credit
2012 Country RepTrak Topline Report
2012 Country RepTrak Topline Report The World s View on Countries: An Online Study of the Reputation of 50 Countries RepTrak is a registered trademark of Reputation Institute. Global Reputation Knowledge
July 2015. Figure 1. 1 The index is set to 100 in 2000. House prices are deflated by country CPIs in most cases.
July 2015 Globally, house prices continue a slow recovery. The Global House Price Index, an equally weighted average of real house prices in nearly 60 countries, inched up slowly during the past two years
Supported Payment Methods
Sell Globally in a Snap Supported Payment Methods Global In the global payments market, credit cards are the most popular payment method. However, BlueSnap expands the payment selection by including not
YTD 2015-27 CS AWARDS IN AMERICAS
YTD 2015-27 CS AWARDS IN AMERICAS Argentina Bolivia Brazil Frontline Customer Service Team of the Year, All Industries (Bronze) Customer Service Department of the Year, Airlines, Distribution & Transportation
CLUB SURVEY 2015 BANKING ARGENTINA
CLUB SURVEY 2015 BANKING ARGENTINA BANKING CLUB SURVEY 2015 THE KEY TO DEVELOPING COMPETITIVE BANKING INDUSTRY-SPECIFIC COMPENSATION & BENEFITS PACKAGES With the objective of satisfying the needs of HR
Pervasive Location Analytics and A Billion Dollar Opportunity. Jitender Aswani, Portfolio Strategist, Business Analytics, SAP
[ Pervasive Location Analytics and A Billion Dollar Opportunity Jitender Aswani, Portfolio Strategist, Business Analytics, SAP Agenda 1. Big Data & Pervasive Nature of Location-Based Solutions 2. Location
DSV Air & Sea, Inc. Aerospace Sector. DSV Air & Sea, Inc. Aerospace
DSV Air & Sea, Inc. Aerospace Sector DSV Air & Sea, Inc. Aerospace Introduction to DSV DSV is a global supplier of transport and logistics services. We have offices in more than 70 countries and an international
Brochure More information from http://www.researchandmarkets.com/reports/1339929/
Brochure More information from http://www.researchandmarkets.com/reports/1339929/ The 2011 World Forecasts of Machine Tools That Remove Material by Laser or Light, Photon, Ultrasonic, Electro-Discharge,
FDI performance and potential rankings. Astrit Sulstarova Division on Investment and Enterprise UNCTAD
FDI performance and potential rankings Astrit Sulstarova Division on Investment and Enterprise UNCTAD FDI perfomance index The Inward FDI Performance Index ranks countries by the FDI they receive relative
2014 UXPA Salary Survey. November 2014
2014 UXPA Salary Survey November 2014 Summary 1355 Total Responses from 58 Countries Salary Data converted to US Dollars Median Salary decreased 2% (in constant US Dollars) to $92,500 Median US Salary
Lawson Talent Management
Lawson Talent Imagine Knowing: Which employees have the highest potential how to recruit more talent like them. Imagine Understanding: Which employees are a flight risk how your compensation plans could
SunGard Best Practice Guide
SunGard Best Practice Guide What Number Should I Use? www.intercalleurope.com Information Hotline 0871 7000 170 +44 (0)1452 546742 conferencing@intercalleurope.com Reservations 0870 043 4167 +44 (0)1452
FTSE All-World ex Fossil Fuels Index Series
FTSE FACTSHEET FTSE All-World ex Fossil Fuels Index Series Data as at: 31 August 2015 bmktitle1 Market participants are increasingly looking to manage carbon exposure in their investments, and reduce write-off
EMEA BENEFITS BENCHMARKING OFFERING
EMEA BENEFITS BENCHMARKING OFFERING COVERED COUNTRIES SWEDEN FINLAND NORWAY ESTONIA R U S S I A DENMARK LITHUANIA LATVIA IRELAND PORTUGAL U. K. NETHERLANDS POLAND BELARUS GERMANY BELGIUM CZECH REP. UKRAINE
Agenda. Emphasized text to show one more strong point on this slide TAKE-AWAY MESSAGE
Agenda Emphasized text to show one more strong point on this slide TAKE-AWAY MESSAGE INTRACOM Group Core Companies MARKET POSITION A leading regional telecommunications systems manufacturer and solutions
PISA FOR SCHOOLS. How is my school comparing internationally? Andreas Schleicher Director for Education and Skills OECD. Madrid, September 22 nd
PISA FOR SCHOOLS How is my school comparing internationally? Andreas Schleicher Director for Education and Skills OECD Madrid, September 22 nd PISA in brief Over half a million students representing 28
STATISTICS FOR THE FURNITURE INDUSTRY AND TRADE
STATISTICS FOR THE FURNITURE INDUSTRY AND TRADE Möbel Zahlen Daten STATISTICS FOR THE FURNITURE INDUSTRY AND TRADE 01/36 Economical growth in the regions of the world-economy Changes of the gross domestic
TOWARDS PUBLIC PROCUREMENT KEY PERFORMANCE INDICATORS. Paulo Magina Public Sector Integrity Division
TOWARDS PUBLIC PROCUREMENT KEY PERFORMANCE INDICATORS Paulo Magina Public Sector Integrity Division 10 th Public Procurement Knowledge Exchange Platform Istanbul, May 2014 The Organization for Economic
Region Country AT&T Direct Access Code(s) HelpLine Number. Telstra: 1 800 881 011 Optus: 1 800 551 155
Mondelēz International HelpLine Numbers March 22, 2013 There are many ways to report a concern or suspected misconduct, including discussing it with your supervisor, your supervisor s supervisor, another
The VAT & Invoicing Requirements Update March 2012
The VAT & Invoicing Requirements Update March 2012 Indirect taxes are a massive potential expense. For buyers and sellers of goods and services, how invoices are prepared and processed can affect a company's
Global Dialing Comment. Telephone Type. AT&T Direct Number. Access Type. Dial-In Number. Country. Albania Toll-Free 00-800-0010 888-426-6840
Below is a list of Global Access Numbers, in order by country. If a Country has an AT&T Direct Number, the audio conference requires two-stage dialing. First, dial the AT&T Direct Number. Second, dial
The U.S Health Care Paradox: How Spending More is Getting Us Less
The U.S Health Care Paradox: How Spending More is Getting Us Less Elizabeth H. Bradley Yale School of Public Health Lauren A. Taylor Harvard Divinity School 1 The paradox Then there's the problem of rising
List of tables. I. World Trade Developments
List of tables I. World Trade Developments 1. Overview Table I.1 Growth in the volume of world merchandise exports and production, 2010-2014 39 Table I.2 Growth in the volume of world merchandise trade
College & Career Readiness. A Camp to Enhance School Counseling December 13, 2013
College & Career Readiness A Camp to Enhance School Counseling December 13, 2013 2 Topics 1. Important Financial Aspects 2. Why College Readiness? 3. Five Pillars of College & Career Readiness 4. College
HAS BRAZIL REALLY TAKEN OFF? BRAZIL LONG-RUN ECONOMIC GROWTH AND CONVERGENCE
HAS BRAZIL REALLY TAKEN OFF? BRAZIL LONG-RUN ECONOMIC GROWTH AND CONVERGENCE COUNTRY PROFILE: A COUNTRY IN TRANSFORMATION POLICY RECOMENDATIONS COUNTRY PROFILE Brazilian Equivalent Population in The World
Consolidated International Banking Statistics in Japan
Total (Transfer Consolidated cross-border claims in all currencies and local claims in non-local currencies Up to and including one year Maturities Over one year up to two years Over two years Public Sector
MAUVE GROUP GLOBAL EMPLOYMENT SOLUTIONS PORTFOLIO
MAUVE GROUP GLOBAL SOLUTIONS PORTFOLIO At Mauve Group, we offer a variety of complete employee management services such as Global Employment Solutions (GES), Professional Employment Outsourcing (PEO),
Argentina s Economy: A death foretold again, or a surprise rescue? Claudio M. Loser Centennial- Latin America March 2014
Argentina s Economy: A death foretold again, or a surprise rescue? Claudio M. Loser Centennial- Latin America March 214 Argentine performance tended to be ahead the world and even the Emerging Economies
Accuracy counts! SENSORS WITH ANALOG OUTPUT
Accuracy counts! SENSORS WITH ANALOG OUTPUT OTHER APPLICATIONS: KEY ADVANTAGES: Distance measurement Positioning Profile detection Deformation monitoring Vibration monitoring Process monitoring Detection
RC GROUP. Corporate Overview
RC GROUP Corporate Overview VISION & MISSION We, at RC Group aim to become the preferred Partner for Innovative, Customer driven, Value adding IT based business solutions and services in local and international
Ninth United Nations Survey of Crime Trends and Operations of Criminal Justice Systems POLICE
Indicators as defined by the (- ) POLICE 2. Crimes recorded in criminal (police) statistics, by type of crime including attempts to commit crimes 2.2 Total recorded intentional homicide, completed (c)
The face of consistent global performance
Building safety & security global simplified accounts The face of consistent global performance Delivering enterprise-wide safety and security solutions. With more than 500 offices worldwide Johnson Controls
Global Economic Briefing: Global Inflation
Global Economic Briefing: Global Inflation August 7, Dr. Edward Yardeni -97-7 eyardeni@ Debbie Johnson -- djohnson@ Mali Quintana -- aquintana@ Please visit our sites at www. blog. thinking outside the
How many students study abroad and where do they go?
From: Education at a Glance 2012 Highlights Access the complete publication at: http://dx.doi.org/10.1787/eag_highlights-2012-en How many students study abroad and where do they go? Please cite this chapter
COST Presentation. COST Office Brussels, 2013. ESF provides the COST Office through a European Commission contract
COST Presentation COST Office Brussels, 2013 COST is supported by the EU Framework Programme ESF provides the COST Office through a European Commission contract What is COST? COST is the oldest and widest
GE Grid Solutions. Providing solutions that keep the world energized Press Conference Call Presentation November 12, 2015. Imagination at work.
GE Grid Solutions Providing solutions that keep the world energized Press Conference Call Presentation November 12, 2015 Press Conference Call Recording: Toll Free: +1 (855) 859-2056 Toll: +1 (404) 537-3406
Includ acc to all tabl and graphs in Excel TM
100 INDICATORS FOR THE WORLD'S LEADING ECONOMIES Includ acc to all tabl and graphs in Excel TM OECD Factbook 2006 Economic, Environmental and Social Statistics Population and migration Macroeconomic trends
CISCO NETWORK CONNECTIVITY CENTER
DATA SHEET CISCO NETWORK CONNECTIVITY CENTER The Cisco Network Connectivity Center (NCC) delivers end-to-end management across multiple tools, technologies, and silos. From networks and applications to
I. World trade developments
I. World trade developments The value of world merchandise exports increased by 20 per cent in 2011 while exports of commercial services grew by 11 per cent. Key developments in 2011: a snapshot Trade
Cisco IOS Public-Key Infrastructure: Deployment Benefits and Features
Data Sheet Cisco IOS Public-Key Infrastructure: Deployment Benefits and Features Introduction to Public Key Infrastructure Public Key Infrastructure (PKI) offers a scalable method of securing networks,
The Determinants of Global Factoring By Leora Klapper
The Determinants of Global Factoring By Leora Klapper Factoring services can be traced historically to Roman times. Closer to our own era, factors arose in England as early as the thirteenth century, as
Trends in Digitally-Enabled Trade in Services. by Maria Borga and Jennifer Koncz-Bruner
Trends in Digitally-Enabled Trade in Services by Maria Borga and Jennifer Koncz-Bruner Digitally-enabled are those for which digital information and communications technologies (ICT) play an important
TOTAL FDI Inflow to KSA (Millions of dollars) FDI by Source :
Actual Inflows & Stocks of Foreign Direct Investments (Millions of dollars) in KSA by Country & Sector FDI Inflows Total Stock ( Millions of dollars ) TOTAL FDI Inflow to KSA (Millions of dollars) 8 8,,,,88
GLOBAL HRMONITOR NEW DIMENSIONS IN ONLINE HR INFORMATION TALENT HEALTH RETIREMENT INVESTMENTS
GLOBAL HRMONITOR NEW DIMENSIONS IN ONLINE HR INFORMATION TALENT HEALTH RETIREMENT INVESTMENTS DISCOVER MERCER S GLOBAL HRMONITOR ABOUT GLOBAL HRMONITOR Mercer s Global HRMonitor is a single-source, web-based
Global Long-Term Incentives: Trends and Predictions Results from the 2013 iquantic Global Long-Term Incentive Practices Survey
Global Long-Term Incentives: Trends and Predictions Results from the 2013 iquantic Global Long-Term Incentive Practices Survey Jon F. Doyle and Sandra Sussman October 8, 2013 Presenters Jon F. Doyle Attorney
Cisco Blended Agent: Bringing Call Blending Capability to Your Enterprise
DATA SHEET Cisco Blended Agent: Bringing Call Blending Capability to Your Enterprise Cisco ICM software has traditionally enabled companies to distribute inbound service volume to a variety of termination
The Increasing Role Data is Playing in Travel Marketing
The Increasing Role Data is Playing in Travel Marketing Bruce H. Rogers Chief Insights Officer and Head of the CMO Practice Forbes Media Computers are incredibly fast, accurate and stupid. Human beings
World Leasing Yearbook 2016
Brochure More information from http://www.researchandmarkets.com/reports/3687603/ World Leasing Yearbook 2016 Description: The 2016 edition provides valuable reference data for all players in the field,
Fall 2015 International Student Enrollment
Fall 2015 International Student Enrollment Prepared by The Office of International Affairs Nova Southeastern University Nova Southeastern University International Student Statistics Fall 2015 International
INTERNATIONAL OVERVIEW John Wilkinson SVP Sales & Products
INTERNATIONAL OVERVIEW John Wilkinson SVP Sales & Products DE- C I X N G N L A U N C H E V E N T 2 Introduction XConnect provides secure, managed ENUM Registries and SIP based peering services to enable
Online Marketing Institute London, Feb 2012 Mike Shaw Director, Marketing Solutions
The State of Social Media Online Marketing Institute London, Feb 2012 Mike Shaw Director, Marketing Solutions comscore s Innovative Approach Revolutionizes Measurement 2 Million Person Panel 360 View of
Report on Government Information Requests
Report on Government Information July 1 - December 31, 2014 apple Apple takes our commitment to protecting your data very seriously and we work incredibly hard to deliver the most secure hardware, software
Doing Business in Australia and Hong Kong SAR, China
Doing Business in Australia and Hong Kong SAR, China Mikiko Imai Ollison Private Sector Development Specialist Nan Jiang Private Sector Development Specialist Washington, DC October 29, 2013 What does
Australia s position in global and bilateral foreign direct investment
Australia s position in global and bilateral foreign direct investment At the end of 213, Australia was the destination for US$592 billion of global inwards foreign direct investment (FDI), representing
Configuring DHCP for ShoreTel IP Phones
Configuring DHCP for ShoreTel IP Phones Network Requirements and Preparation 3 Configuring DHCP for ShoreTel IP Phones The ShoreTel server provides the latest application software and configuration information
Table 1: TSQM Version 1.4 Available Translations
Quintiles, Inc. 1 Tables 1, 2, & 3 below list the existing and available translations for the TSQM v1.4, TSQM vii, TSQM v9. If Quintiles does not have a translation that your Company needs, the Company
SuccessFactors Employee Central: Cloud Core HR Introduction, Overview, and Roadmap Update Joachim Foerderer, SAP AG
Orange County Convention Center Orlando, Florida June 3-5, 2014 SuccessFactors Employee Central: Cloud Core HR Introduction, Overview, and Roadmap Update Joachim Foerderer, SAP AG SESSION CODE: 1812 Cloud
Verdict Financial: Wealth Management. Data Collection and Forecasting Methodologies
Verdict Financial: Wealth Management Data Collection and Forecasting Methodologies April 2014 Contents Global Wealth Markets Methodology Methodology Methodology 2 Global Wealth Markets Section 1: Global
MANDATORY PROVIDENT FUND SCHEMES AUTHORITY
Guidelines III.4 MANDATORY PROVIDENT FUND SCHEMES AUTHORITY III.4 Guidelines on Approved Exchanges INTRODUCTION Section 2 of the Mandatory Provident Fund Schemes (General) Regulation ( the Regulation )