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            http://blog.strimgroup.com/?p=385

Predictive Analytics in HR –
Creating a culture of
analytics-enabled agility
Geneva, 7th March 2013
I t d ti
Introduction
The STRIM group of companies

  The STRIM management sphere system with its seven
  management principles – grouped into three clusters – is the
  logical answer to often occuring implementation problems in
  practice.




  STRIMacademy guides and provides support to employees
  during the implementation of strategies and measures.
  Obtaining acceptance and addressing hesitation are both
  addressed through effective communication.
                 g
  STRIMservices aims to have companies focussing on value
  added activities. Analyses lay the groundwork for monitoring
  and, required,                strategy.
  and if required adjusting the strategy
  STRIMconsult translates strategies in actions and aligns the
  organization as well as leadership- and incentive systems with
  the strategy
      strategy.

                                                                   2
Introduction
I t d ti
The Conference Board




                       3
CEO most critical challenges i 2013
 CEOs   t iti l h ll          in
 Human capital and Operational excellence are the top challenges

                                                            p         g                  p          g
                                                          Top 5 Strategies to meet the Top 3 Challenges




Source: The Conference Board: CEO Challenge Report 2013
   Human Capital being involved                                                                           4
Source: Predictions for 2013. Corporate Talent, Leadership and HR – Nexus of Global Forces Drives New Models for Talent.
Josh Bersin, January 2013                                                                                                  5
Vi
 View on HR
 The core characteristics of the HR function serve to perpetuate many of today s current challenges

                               Low strategic license
                                   Not having the roles or the bandwidth to be strategic
                                   Few „home-grown“ strategic capabilities, difficulty attracting
                                   high-caliber talent, and ineffective tools to assess them




     Ultimate ownership                                                                        Convincing business
     tricky                                                                                    case & burning
        Lack of ownership or                                                                   platform elusive
        peer mindset and
        p                                                                                           Limited use of forward-
                                                                                                                   forward
                                                         ………………….
        acceptance/willingness                                                                      looking metrics that would
        to plod along vs. leap                                                                      reduce reactive measures
        frog
                                                                                                    Difficulty in communica-
        Lack of a budget to                                                                         ting convincingly – in
                                                                                                       g            gy
        innovate                                                                                    terms expected of a
                                                                                                    strategic business partner




Source: McKinsey & The Conference Board Research, 2012
                                                                                                                                 6
Vi
 View on HR
 C-Level and BU leaders view HR as lagging in strategic performance




                                                                               3,8 / 6
                                                                                ,




                                                                                4/6




Source: McKinsey & The Conference Board Research, 2012
Legend: Rating on scale of 1-6, 1 = “needs improvement”, 6 = “best practice”             7
Vi
 View on HR
 A minority of CEOs get comprehensive reports on their workforce


   Percentage of CEO
   P     t     f CEOs
                                                                                                                Percentage of CEOs who
   100%                                                                                                         believe the relevant
                                                                                                                information is important or
                                                                                                                very important
                                                                                                                    y
    80%

                                                                                            Information Gap:
                                                                                               CEOs believe
    60%                                                                                        information is   Don´t receive information
                                                                                               important but
                                                                                               don t
                                                                                               don´t receive
                                                                                              comprehensive
                                                                                                   reports


    40%                                                                                                         Not adequate


    20%
                                                                                                                Adequate but would like
                                                                                                                it now
      0%

                 Costs of    Return on   Assessments    Labour   Employees      Staff
                employee
                 turnover
                            investment
                             on human
                                          of internal
                                         advancement
                                                         costs   views and
                                                                   needs
                                                                             productivity                       Information received is
                              capital
                                                                                                                comprehensive


Source: PwC Saratoga: Key trends in human capital 2012. A global perspective
                                                                                                                                              8
Predictive Analytics in
P di ti A l ti i HR
Stages of development


                          Stages              Focus
                                              F                          Kind f Information
                                                                         Ki d of I f   ti



           HR                                                   quantitative & qualitative master data:
           Reporting                    oriented towards         headcount, FTE, pay and other cost
                         recording
                                            the past                   categories, competencies,
                                                                            g     ,      p        ,
                                                                       engagement, retention, etc.


                                                               connection of deliverables with corporate
                          relating            actual                goals such as quality, innovation,
                                                                          productivity, risk, etc.



                                       explicitly & detailed   relationships among data without giving
                        comparing &       (descriptive          meaning to the patterns (exploratory);
                       understanding        analytics,           trends from the past (risky!); tie HR
                                         benchmarking)                  metrics to the business
     HR Analytics

                                                                comparisons between what happened
                                          related to the
                                                                yesterday to what will probably happen
                                              future
                         predicting                               tomorrow, meaning to the patterns
                                           (prescriptive
 Business                                                          observed in descriptive analysis;
                                            analytics)
 Intelligence                                                     focus on (a few) leading indicators




                                                                                                           9
P di ti A l ti i HR
 Predictive Analytics in
 Map of causalities (learning and growth perspective)

     Managerial
         g                                                               0,506                                                             Retention
                                                                                                                                            of Key
     Leadership
                                                                                                                                            People
                                 Alignment
                                                                         0,442             Failure and Availability Risk
                                    Risk
                                                                                                                                                 R2=68,2%

                                                        0,530                     0,326                              0,360                 Human
                                                                   Human                         Relational
                                   Training                                                                                                Capital
                                                                   Capital
                                                                   C it l                         Capital
                                                                                                  C it l
                                                                                                                                          Effectiven.

  0,751                                                                          0,307                                                           R2=28,5%
                                               0,358
                                                                                                                                 -0,337
                     0,475                                        Structural
                                                                                             Occupational
                                                                   Capital
                                                                   C it l                     Skill Risk

                                    0,734          Employee                      0,491                               0,327                 Business
                   Employee                                                                     Knowledge
                                                   Engage-                                                                                  Perfor-
                  Satisfaction                                                                  Generation
                                                     ment                                                                                   mance
                                                                         0,543
                                                                                                                     0,439
                                                                                                                                                 R2=44,1%
                                                                                                                                                    44 1%
                 0,456                    0,429
                                                                   Strategy
                                                                                   0,394        Knowledge
     Integrity                                                    Execution*                    Integration
                                                                                                                                           -0,372
       Risk                       Employee
                                  Motivation
                                                                               0,430
                                                                               0 430                    0,262
                                                                                                        0 262                            Resignation
                                                                                                                                            Risk
                          Motivation Risk                 0,285                                                 -0,233        Human
       Value                                                                                    Knowledge
                                                                                                                              Capital
     Alignment                                                                                   Sharing
                                                                                                                             Depletion

                                                                                                                                R2=28,5%
                                                                                                                                   28 5%

Remark: Referring to Nick Bontis and Jac Fitz-Enz: Intellectual Capital ROI, 2010
* for further remarks: Mark A. Huselid, Brian E. Becker, Richard W. Beatty: The Workforce Scorecard, 2005                                               10
P di ti A l ti i HR
 Predictive Analytics in
 HC RoI measurement


                              Levels of measurement
                                                                                         Revenue
                                                                                           Revenue by business unit
                                                                                           Revenue by country/region
                                                                                           Revenue by product line
                                                                                                    yp


                                                                                         Non-wage costs
                      1     HC RoI = 1,28        2     HC RoI = 1,22                       Material costs
                                                                                           Facilities and overhead costs
                                  5%                         5%                            Costs of outsourced activities
                                                                                           …
                            Revenue            - Non Wage Costs
                                                 Non-Wage
        HC RoI =                                                        = 1,13           Average remuneration
                       Av. Remuneration        x Number of FTEs
                                                                                           Salary and wage levels
                                                                                           Performance-related pay
                                                5%                                         …


                                    3     HC RoI = 1,19                                  Full-time equivalents
                                                                                           Full-time v part-time
                                                                                                       p
                                                                                           Temps and casuals
Remark: Anonymised project example of an international transport and logistics company     Contract workers
                                                                                           …                            11
P di ti A l ti i HR – T St t i
 Predictive Analytics in Top Strategies
 Effective Leaders


      Measurement
      M         t            Measurement
                             M          t                     2006         2011
        Levels                 Category                       Status       Status                        Eight core practices
           0               Inputs/Indicators                  100%         100%
           1               Reaction                            92%          89%
                                                                                                            Ask, „What needs to be
           2               Learning                            48%          59%
           3               Application                         11%          34%
                                                                                                            done?
                                                                                                            done?“
           4               Impact                               8%          21%                             Ask, „What is right for the
           5               RoI                                  2%          11%
                                                                                                            enterprise?“
                                                                                                            Develop action plans
                                                                                                            Take responsibility for
                                                                                                            decisions
                                                                                                            Take responsibility for
                                                                                                            communicating
                                                                                                            Are focused on
                                                                                                            opportunities rather than
                                                                                                            on problems
                                                                                                            Run productive meetings
                                                                                                            Think and say „we“ rather
                                                                                                            than „I.“




Source: Jack Phillips, Patricia Pulliam Phillips, Rebecca L. Ray: Measuring Leadership Development. Quanify Your
Program´s Impact and RoI on Organizational Performance, 2012.                                                                             12
P di ti A l ti i HR – T St t i
 Predictive Analytics in Top Strategies
 Raising Engagement (1/2)


                                Six successful traits
                                                                                                        Drivers of Engagement


                                                                                                           Trust and integrity
                                                                                                           Nature of the job
                                                                                                           Line of sight between
                                                                                                           individual performance and
                                                                                                           company performance
                                                                                                           Career growth opportunity
                                                                                                           Pride about the company
                                                                                                           Coworkers/team members
                                                                                                           E l
                                                                                                           Employee d   l
                                                                                                                    development
                                                                                                           Personal relationships with
                                                                                                           one s manager
                                                                                                           Pay fairness
                                                                                                           Personal influence
                                                                                                           Well-being




Source: PwC Saratoga. Managing people in a changing world. Key trends in human capital, a global perspective, 2010.
The Conference Board. Linkage of Engagement Drivers to Common Challenges, 2013.                                                          13
P di ti A l ti i HR – T St t i
 Predictive Analytics in Top Strategies
 Raising Engagement (2/2)


         Effect of motivation and hygiene factors on engagement
                             and contribution                                                       Culture of Engagement
                                                                                                       Set the tone at the top; align
                                                                                                       words and actions
                                                                                                       Communicate the importance
                                                                                                       of teamwork and collaboration
                                                                                                       Increase company events to
                                                                                                       mix groups together
                                                                                                       Launch
                                                                                                       La nch peer coaching/
                                                                                                       mentoring programs
                                                                                                       Financial rewards/peer
                                                                                                       recognition
                                                                                                       L
                                                                                                       Launch cross f
                                                                                                             h            i   l    k
                                                                                                                     functional task
                                                                                                       forces to break down silos
                                                                                                       Use technology to enable
                                                                                                       sharing/access of information
                                                                                                       Adapt performance
                                                                                                       management systems to hold
                                                                                                       managers and employees
                                                                                                       accountable for success



Source: Scarlett Surveys International, 2008.
The Conference Board. Employee Engagement in a VUCA* World, 2011. (* Volatile, Uncertain, Complex, Ambiguous)                           14
E id
Evidence-Based M
         B   d Management
                        t
Connect scientific coherences with company-specific procedures


                        Capital „E and small „e
                                 E“           e“
                                                                           Capital „E“
                                                                             external evidence
     Identification of general              Identification of specific
    causal relations (theories)             practices (instruments)          sound scientific evidence
                                                                             generalizable cause effect
                                                                                           cause-effect
                                                                             relationships
    Science                                                     Practice

                                                                           Small „e“
                                                                             internal evidence
                                                                             organization-specific
  Meta-                                                         Case         evidence
 analyses                                                       study
                                                                             data that are systematically
                                                                             collected in a particular
       Controlled
                           Systematic Systematic       Expert                organization and situation
    laboratory/field
                            reviews   evaluation       survey                to enable local evidence-
      experiments
                                                                             based decisions

               Comprehensive                Systematic
              correlation studies           Follow-up                        the interaction creates a
                                                                             collective intelligence




                                                                                                            15
Predictive Analytics in
P di ti A l ti i HR
HC RoI analysis




                          16
Cl i R       k
 Closing Remarks
 Our approach in Predictive Analytics in HR                                  Plan
                                                                           Focus on leading indicators, corresponding benchmarks
         Scan
                                                                           Commitment on target corridors and timelines
        Transparency on the data collection                                Capability planning and gap-analysis – associated with
        process, what formulas are being used,why                          workforce categories in terms of valued capabilities
        the data matter to the operation                                   Succession planning, scenario planning, forecasts, etc.
        Human-capital
        Human capital facts: quantitative
        and qualitative information
                                                                                                          Produce
        Internal analyses: segmen-
        tation of HR data, core                                                                         Execution of measures
        competencies, etc.
             p         ,                                                                                identified,
                                                                                                        identified new methods and
        External analyses: target                                                                       guidelines as well as IT
        groups, PESTEL, etc.                                                                            systems and warehouses
        HC RoI Analysis:                                                                                Process optimization applied
        Capital „E“ and small „e“;                                                                      to hiring, compensation,
        impact on bus. performance                                                                      development or retention
                                                                                                        HR service delivery: service
                                                                                                        integration, outsourcing and
                    Predict                                                                             offshoring
                                                                                                        HR meas rement foc sed on
                                                                                                            measurement focused
                   Rethink leading indicators; employee engagement, knowledge                           value-adding results
                   management, turnover, executive reward, etc.
                                                                                                        Talent value model: „Why do
                   Reassess the suitability of leadership development programmes                        employees choose to stay?“
                   and overall effectiveness of learning and development
                   Recommendations for policy adjustments
Remark: Referring to Fitz-Enz, J.: The New HR Analytics: Predicting the Economic Value of Your Company´s Human Capital Investment,
2010 ( HCM:21) and to Davenport, T.; Harris, J.; Shapiro, J.: Competing on Talent Analytics, HBR October 2010.                         17
C t tP
Contact Person                 ==> F slides, visit: htt //bl
                                 > For lid    i it http://blog.strimgroup.com/?p=385
                                                                ti           /? 385

 President and CEO at STRIMgroup AG
 in Zurich

 Senior Fellow Human Capital at
 The Conference Board in New York

 Member in several corporate and
 educational networks

 Lecturer in the Master degree course
 Human Capital Management at the
 Constance University of Appl. Sciences

 Author and publicist to strategy and
 human resources issues


 Selected professional positions:

       Head of Global HR Analytics,        Gütschstrasse 22               845 Third Avenue
       Deutsche Bank AG and
                     AG,                   CH-8122 Binz (Zürich)          New York, NY 10022-6600
                                                                              York

       Senior Manager hrs at               Telefon: +41 (0)43 366 05 58   Telefon: +1 410 433 660 558
       PricewaterhouseCoopers AG.          volker.mayer@strimgroup.com    volker.mayer@conferenceboard.org




                                                                                                             18

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2013 03-07-culture of analytics-enabled agility

  • 1. See blog for slides: http://blog.strimgroup.com/?p=385 Predictive Analytics in HR – Creating a culture of analytics-enabled agility Geneva, 7th March 2013
  • 2. I t d ti Introduction The STRIM group of companies The STRIM management sphere system with its seven management principles – grouped into three clusters – is the logical answer to often occuring implementation problems in practice. STRIMacademy guides and provides support to employees during the implementation of strategies and measures. Obtaining acceptance and addressing hesitation are both addressed through effective communication. g STRIMservices aims to have companies focussing on value added activities. Analyses lay the groundwork for monitoring and, required, strategy. and if required adjusting the strategy STRIMconsult translates strategies in actions and aligns the organization as well as leadership- and incentive systems with the strategy strategy. 2
  • 3. Introduction I t d ti The Conference Board 3
  • 4. CEO most critical challenges i 2013 CEOs t iti l h ll in Human capital and Operational excellence are the top challenges p g p g Top 5 Strategies to meet the Top 3 Challenges Source: The Conference Board: CEO Challenge Report 2013 Human Capital being involved 4
  • 5. Source: Predictions for 2013. Corporate Talent, Leadership and HR – Nexus of Global Forces Drives New Models for Talent. Josh Bersin, January 2013 5
  • 6. Vi View on HR The core characteristics of the HR function serve to perpetuate many of today s current challenges Low strategic license Not having the roles or the bandwidth to be strategic Few „home-grown“ strategic capabilities, difficulty attracting high-caliber talent, and ineffective tools to assess them Ultimate ownership Convincing business tricky case & burning Lack of ownership or platform elusive peer mindset and p Limited use of forward- forward …………………. acceptance/willingness looking metrics that would to plod along vs. leap reduce reactive measures frog Difficulty in communica- Lack of a budget to ting convincingly – in g gy innovate terms expected of a strategic business partner Source: McKinsey & The Conference Board Research, 2012 6
  • 7. Vi View on HR C-Level and BU leaders view HR as lagging in strategic performance 3,8 / 6 , 4/6 Source: McKinsey & The Conference Board Research, 2012 Legend: Rating on scale of 1-6, 1 = “needs improvement”, 6 = “best practice” 7
  • 8. Vi View on HR A minority of CEOs get comprehensive reports on their workforce Percentage of CEO P t f CEOs Percentage of CEOs who 100% believe the relevant information is important or very important y 80% Information Gap: CEOs believe 60% information is Don´t receive information important but don t don´t receive comprehensive reports 40% Not adequate 20% Adequate but would like it now 0% Costs of Return on Assessments Labour Employees Staff employee turnover investment on human of internal advancement costs views and needs productivity Information received is capital comprehensive Source: PwC Saratoga: Key trends in human capital 2012. A global perspective 8
  • 9. Predictive Analytics in P di ti A l ti i HR Stages of development Stages Focus F Kind f Information Ki d of I f ti HR quantitative & qualitative master data: Reporting oriented towards headcount, FTE, pay and other cost recording the past categories, competencies, g , p , engagement, retention, etc. connection of deliverables with corporate relating actual goals such as quality, innovation, productivity, risk, etc. explicitly & detailed relationships among data without giving comparing & (descriptive meaning to the patterns (exploratory); understanding analytics, trends from the past (risky!); tie HR benchmarking) metrics to the business HR Analytics comparisons between what happened related to the yesterday to what will probably happen future predicting tomorrow, meaning to the patterns (prescriptive Business observed in descriptive analysis; analytics) Intelligence focus on (a few) leading indicators 9
  • 10. P di ti A l ti i HR Predictive Analytics in Map of causalities (learning and growth perspective) Managerial g 0,506 Retention of Key Leadership People Alignment 0,442 Failure and Availability Risk Risk R2=68,2% 0,530 0,326 0,360 Human Human Relational Training Capital Capital C it l Capital C it l Effectiven. 0,751 0,307 R2=28,5% 0,358 -0,337 0,475 Structural Occupational Capital C it l Skill Risk 0,734 Employee 0,491 0,327 Business Employee Knowledge Engage- Perfor- Satisfaction Generation ment mance 0,543 0,439 R2=44,1% 44 1% 0,456 0,429 Strategy 0,394 Knowledge Integrity Execution* Integration -0,372 Risk Employee Motivation 0,430 0 430 0,262 0 262 Resignation Risk Motivation Risk 0,285 -0,233 Human Value Knowledge Capital Alignment Sharing Depletion R2=28,5% 28 5% Remark: Referring to Nick Bontis and Jac Fitz-Enz: Intellectual Capital ROI, 2010 * for further remarks: Mark A. Huselid, Brian E. Becker, Richard W. Beatty: The Workforce Scorecard, 2005 10
  • 11. P di ti A l ti i HR Predictive Analytics in HC RoI measurement Levels of measurement Revenue Revenue by business unit Revenue by country/region Revenue by product line yp Non-wage costs 1 HC RoI = 1,28 2 HC RoI = 1,22 Material costs Facilities and overhead costs 5% 5% Costs of outsourced activities … Revenue - Non Wage Costs Non-Wage HC RoI = = 1,13 Average remuneration Av. Remuneration x Number of FTEs Salary and wage levels Performance-related pay 5% … 3 HC RoI = 1,19 Full-time equivalents Full-time v part-time p Temps and casuals Remark: Anonymised project example of an international transport and logistics company Contract workers … 11
  • 12. P di ti A l ti i HR – T St t i Predictive Analytics in Top Strategies Effective Leaders Measurement M t Measurement M t 2006 2011 Levels Category Status Status Eight core practices 0 Inputs/Indicators 100% 100% 1 Reaction 92% 89% Ask, „What needs to be 2 Learning 48% 59% 3 Application 11% 34% done? done?“ 4 Impact 8% 21% Ask, „What is right for the 5 RoI 2% 11% enterprise?“ Develop action plans Take responsibility for decisions Take responsibility for communicating Are focused on opportunities rather than on problems Run productive meetings Think and say „we“ rather than „I.“ Source: Jack Phillips, Patricia Pulliam Phillips, Rebecca L. Ray: Measuring Leadership Development. Quanify Your Program´s Impact and RoI on Organizational Performance, 2012. 12
  • 13. P di ti A l ti i HR – T St t i Predictive Analytics in Top Strategies Raising Engagement (1/2) Six successful traits Drivers of Engagement Trust and integrity Nature of the job Line of sight between individual performance and company performance Career growth opportunity Pride about the company Coworkers/team members E l Employee d l development Personal relationships with one s manager Pay fairness Personal influence Well-being Source: PwC Saratoga. Managing people in a changing world. Key trends in human capital, a global perspective, 2010. The Conference Board. Linkage of Engagement Drivers to Common Challenges, 2013. 13
  • 14. P di ti A l ti i HR – T St t i Predictive Analytics in Top Strategies Raising Engagement (2/2) Effect of motivation and hygiene factors on engagement and contribution Culture of Engagement Set the tone at the top; align words and actions Communicate the importance of teamwork and collaboration Increase company events to mix groups together Launch La nch peer coaching/ mentoring programs Financial rewards/peer recognition L Launch cross f h i l k functional task forces to break down silos Use technology to enable sharing/access of information Adapt performance management systems to hold managers and employees accountable for success Source: Scarlett Surveys International, 2008. The Conference Board. Employee Engagement in a VUCA* World, 2011. (* Volatile, Uncertain, Complex, Ambiguous) 14
  • 15. E id Evidence-Based M B d Management t Connect scientific coherences with company-specific procedures Capital „E and small „e E“ e“ Capital „E“ external evidence Identification of general Identification of specific causal relations (theories) practices (instruments) sound scientific evidence generalizable cause effect cause-effect relationships Science Practice Small „e“ internal evidence organization-specific Meta- Case evidence analyses study data that are systematically collected in a particular Controlled Systematic Systematic Expert organization and situation laboratory/field reviews evaluation survey to enable local evidence- experiments based decisions Comprehensive Systematic correlation studies Follow-up the interaction creates a collective intelligence 15
  • 16. Predictive Analytics in P di ti A l ti i HR HC RoI analysis 16
  • 17. Cl i R k Closing Remarks Our approach in Predictive Analytics in HR Plan Focus on leading indicators, corresponding benchmarks Scan Commitment on target corridors and timelines Transparency on the data collection Capability planning and gap-analysis – associated with process, what formulas are being used,why workforce categories in terms of valued capabilities the data matter to the operation Succession planning, scenario planning, forecasts, etc. Human-capital Human capital facts: quantitative and qualitative information Produce Internal analyses: segmen- tation of HR data, core Execution of measures competencies, etc. p , identified, identified new methods and External analyses: target guidelines as well as IT groups, PESTEL, etc. systems and warehouses HC RoI Analysis: Process optimization applied Capital „E“ and small „e“; to hiring, compensation, impact on bus. performance development or retention HR service delivery: service integration, outsourcing and Predict offshoring HR meas rement foc sed on measurement focused Rethink leading indicators; employee engagement, knowledge value-adding results management, turnover, executive reward, etc. Talent value model: „Why do Reassess the suitability of leadership development programmes employees choose to stay?“ and overall effectiveness of learning and development Recommendations for policy adjustments Remark: Referring to Fitz-Enz, J.: The New HR Analytics: Predicting the Economic Value of Your Company´s Human Capital Investment, 2010 ( HCM:21) and to Davenport, T.; Harris, J.; Shapiro, J.: Competing on Talent Analytics, HBR October 2010. 17
  • 18. C t tP Contact Person ==> F slides, visit: htt //bl > For lid i it http://blog.strimgroup.com/?p=385 ti /? 385 President and CEO at STRIMgroup AG in Zurich Senior Fellow Human Capital at The Conference Board in New York Member in several corporate and educational networks Lecturer in the Master degree course Human Capital Management at the Constance University of Appl. Sciences Author and publicist to strategy and human resources issues Selected professional positions: Head of Global HR Analytics, Gütschstrasse 22 845 Third Avenue Deutsche Bank AG and AG, CH-8122 Binz (Zürich) New York, NY 10022-6600 York Senior Manager hrs at Telefon: +41 (0)43 366 05 58 Telefon: +1 410 433 660 558 PricewaterhouseCoopers AG. volker.mayer@strimgroup.com volker.mayer@conferenceboard.org 18