SlideShare a Scribd company logo
1 of 15
Senior regional director
Andriy Varusha
Privileged and Confidential
Delivery Management and KPIs:
How to Win a Customer’s Heart
Privileged and Confidential 2
About myself
• Senior Regional Director position @ Grid Dynamics, responsible for Ukraine and Poland
• 10 + years on managerial positions in IT
• 5 years in professional services – consulting and IT audit
• 5 years in IT outsourcing industry
• Experience of managing complex projects in Enterprise IT
• Experience of living in Ukraine and Poland
Privileged and Confidential 3
Agenda
• Why do we need KPIs and what it is
• KPI pyramid, different layers of metrics for different stakeholders
• KPIs vs organizational structure, overcoming conflicts
• Conclusions and practical tips
Privileged and Confidential 4
Delivery Manager vs Project Manager
• Continuous engagement vs limited in time effort
• DM usually has shared responsibility with customer’s stakeholder over the scope and schedule
• DM is usually more knowledgeable in delivery practices, tools, skills than a PM
• DM is usually a people manager as well
• Business vs budget
Privileged and Confidential 5
Evolution of a vision or why do we need KPIs
Different stakeholders have different goals. After some level you need to think of all of them
and show them value. The easiest and safest way to show value is to find proper metrics for
each. Just hard work is not enough.
Engineer
Senior engineer
Team lead
Doing technical tasks
Doing difficult tasks, helping others
Distributing tasks, quality control,
doing most difficult tasks
TL + communicating on behalf of the teamDM
DM *
Delegating some tasks, implementing
technical metrics
Customer happy
Customer happy
Customer happy
Customer not happy
+ lack of time
Customer not happy
Privileged and Confidential 6
What is a KPI?
• Measurable indication of a result
• If you’d like to put targets for rather subjective things, still find the most meaningful measurable
metric
• If you can’t find any measurable metric, implement a judgmental scale
• KPIs should be regularly and consistently measured
• KPIs should be regularly reviewed – KPI set as well as target values
Privileged and Confidential 7
What is a KPI?
Internal stakeholder
External + internal stakeholder
Business KPIs
Roadmap KPIs
Team level KPIs
Efficiency KPIs
Privileged and Confidential 8
Team level
Aim: Measure the spot performance of the team, i.e. performance for a particular period of time.
Key question: “Are we moving fast enough?”
Examples:
Development team
• Velocity
• Sprint completion
• Scope creep
• Capacity
• LoC
• % support
QA team
• Coverage
• Bugs in prod / UAT
Stakeholders: Team lead (both internal and customer side),
DM and peer level at customer (EM, PM etc.)
DevOps team
• Coverage of all steps in
pipeline
• Time of deployment
• Uptime
Support
• Reaction time
• Resolution time
• Bug queue
Privileged and Confidential 9
Roadmap level
Aim: Measure the overall progress to the milestones that make sense for business.
Key question: “Are we moving the right direction and how far are we from the goal?”
Examples:
• % of scope completion
• % of time lapsed
• % of budget consumed
• # of change requests
• # of blockers reported or delay
time due to blockers
• Total time shift
Stakeholders: DM and peer level at customer (EM, PM etc.),
director level, Product owner and other business representatives
Privileged and Confidential 10
Customer level
Aim: Measure overall value for business
Key question: “Are we delivering what we are supposed to when reaching the destination?”
Examples:
If solution is enabling business:
• Revenue
• Growth in natural count (customers, items
sold, page visits etc)
If solution is increasing efficiency
• Cost reduction
• Time to market reduction (or any other
time to something)
• Human effort reduction
• Increase in conversion
Stakeholders: top management.
Risk mitigation
• Loss reduction
• Number of errors reduction
• Increase of availability
• Number of customer complaints reduction
Privileged and Confidential 11
Efficiency level
Aim: Measure efficiency in delivering value
Key question: “what is our fuel consumption?”
Examples:
• Revenue from services delivered
• Cost of services
• Margin / profit
• Attrition
Stakeholders: internal management
Privileged and Confidential 12
KPIs and Org structure
• Typical roles in delivery engagement:
• Sales / client partner
• Account director / manager
• Delivery director / manager
• Important to avoid polarity
• Sales responsible for revenue doesn’t care about profitability and execution
• Delivery management doesn’t care about revenue and cares only about team metrics so pushes back
• Two approaches
• Find a common KPI (“common denominator”) and link performance to it
• Weight all KPIs and set different weights for different roles
Privileged and Confidential 13
Sliced structure and KPIs balance
• Sales / CP
• Revenue (70%), business metrics (20%), efficiency (10%)
• Account director
• Revenue (40%), business metrics (30%), roadmap metrics (20%), efficiency (10%)
• Delivery director
• Revenue (30%), business metrics (20%), roadmap metrics (20%), efficiency (30%)
• Delivery manager
• Business metrics (20%), roadmap metrics (30%), team metrics (30%), efficiency (20%)
Customerpressure,flexibility
Pushbackpower,efficiency
Privileged and Confidential 14
Conclusions and practical tips
• KPI is just a metric, whenever you have other strong reasons for decisions, ignore mathematics
• Roadmap and team level are quite well derived from each other, business level may be quite
different.
• Standardize team and roadmap level to be able to prepare drill down / aggregated reports
• Business level can be captured only from business manager. Find the real pain point
• If anything is missing – assume it
• Though first aim of reporting metrics is controllability, still it has another positive affect of
traceability
• Better visualize than just present figures
Questions?

More Related Content

What's hot

Kpi for finance manager
Kpi for finance managerKpi for finance manager
Kpi for finance managermohablackdavis
 
Job profile at Nets - SAP HCM consultant - Dan Chi Chan
Job profile at Nets - SAP HCM consultant - Dan Chi ChanJob profile at Nets - SAP HCM consultant - Dan Chi Chan
Job profile at Nets - SAP HCM consultant - Dan Chi ChanDan Chan
 
Delivery excellence - Approach
Delivery excellence  - ApproachDelivery excellence  - Approach
Delivery excellence - ApproachR P
 
Project controller kpi
Project controller kpiProject controller kpi
Project controller kpihetfutriv
 
Benchmark roundup – why bother
Benchmark roundup – why botherBenchmark roundup – why bother
Benchmark roundup – why botherPAS_Team
 
Key performance indicators for dentists dental practice management
Key performance indicators for dentists dental practice managementKey performance indicators for dentists dental practice management
Key performance indicators for dentists dental practice managementDentivaNL
 
Roberts Resume Updated April 29, 2016
Roberts Resume Updated April 29, 2016Roberts Resume Updated April 29, 2016
Roberts Resume Updated April 29, 2016Joann Roberts
 
Business Process Innovation at Salesforce: Our Nintex Promapp Trailblazer Jou...
Business Process Innovation at Salesforce: Our Nintex Promapp Trailblazer Jou...Business Process Innovation at Salesforce: Our Nintex Promapp Trailblazer Jou...
Business Process Innovation at Salesforce: Our Nintex Promapp Trailblazer Jou...EileenTan67
 
Rethinking planning
Rethinking planningRethinking planning
Rethinking planningPAS_Team
 
Metrics, KPIs, and Process Insights – Implementing High Performance Manufactu...
Metrics, KPIs, and Process Insights – Implementing High Performance Manufactu...Metrics, KPIs, and Process Insights – Implementing High Performance Manufactu...
Metrics, KPIs, and Process Insights – Implementing High Performance Manufactu...Northwest Analytics
 
Richard Crawley - Pre-app costings June 2014
Richard Crawley - Pre-app costings June 2014Richard Crawley - Pre-app costings June 2014
Richard Crawley - Pre-app costings June 2014PAS_Team
 
Quality kpi examples
Quality kpi examplesQuality kpi examples
Quality kpi examplesgallasbrows
 
Mavis Roberts (resume)
Mavis Roberts (resume)Mavis Roberts (resume)
Mavis Roberts (resume)Mavis Roberts
 
Finit solutions - The Benefits of a Rolling Forecast
Finit solutions - The Benefits of a Rolling ForecastFinit solutions - The Benefits of a Rolling Forecast
Finit solutions - The Benefits of a Rolling Forecastfinitsolutions
 
Preventive maintenance kpi
Preventive maintenance kpiPreventive maintenance kpi
Preventive maintenance kpisagophane
 

What's hot (20)

BWoodwardResume
BWoodwardResumeBWoodwardResume
BWoodwardResume
 
Kpi for finance manager
Kpi for finance managerKpi for finance manager
Kpi for finance manager
 
Naveen Pabba_CV
Naveen Pabba_CVNaveen Pabba_CV
Naveen Pabba_CV
 
Job profile at Nets - SAP HCM consultant - Dan Chi Chan
Job profile at Nets - SAP HCM consultant - Dan Chi ChanJob profile at Nets - SAP HCM consultant - Dan Chi Chan
Job profile at Nets - SAP HCM consultant - Dan Chi Chan
 
Delivery excellence - Approach
Delivery excellence  - ApproachDelivery excellence  - Approach
Delivery excellence - Approach
 
Project controller kpi
Project controller kpiProject controller kpi
Project controller kpi
 
Benchmark roundup – why bother
Benchmark roundup – why botherBenchmark roundup – why bother
Benchmark roundup – why bother
 
Key performance indicators for dentists dental practice management
Key performance indicators for dentists dental practice managementKey performance indicators for dentists dental practice management
Key performance indicators for dentists dental practice management
 
Roberts Resume Updated April 29, 2016
Roberts Resume Updated April 29, 2016Roberts Resume Updated April 29, 2016
Roberts Resume Updated April 29, 2016
 
Business Process Innovation at Salesforce: Our Nintex Promapp Trailblazer Jou...
Business Process Innovation at Salesforce: Our Nintex Promapp Trailblazer Jou...Business Process Innovation at Salesforce: Our Nintex Promapp Trailblazer Jou...
Business Process Innovation at Salesforce: Our Nintex Promapp Trailblazer Jou...
 
Kpi quality assurance
Kpi quality assuranceKpi quality assurance
Kpi quality assurance
 
Rethinking planning
Rethinking planningRethinking planning
Rethinking planning
 
Metrics, KPIs, and Process Insights – Implementing High Performance Manufactu...
Metrics, KPIs, and Process Insights – Implementing High Performance Manufactu...Metrics, KPIs, and Process Insights – Implementing High Performance Manufactu...
Metrics, KPIs, and Process Insights – Implementing High Performance Manufactu...
 
Giri Resume
Giri ResumeGiri Resume
Giri Resume
 
Richard Crawley - Pre-app costings June 2014
Richard Crawley - Pre-app costings June 2014Richard Crawley - Pre-app costings June 2014
Richard Crawley - Pre-app costings June 2014
 
Quality kpi examples
Quality kpi examplesQuality kpi examples
Quality kpi examples
 
Kpi for dummies
Kpi for dummiesKpi for dummies
Kpi for dummies
 
Mavis Roberts (resume)
Mavis Roberts (resume)Mavis Roberts (resume)
Mavis Roberts (resume)
 
Finit solutions - The Benefits of a Rolling Forecast
Finit solutions - The Benefits of a Rolling ForecastFinit solutions - The Benefits of a Rolling Forecast
Finit solutions - The Benefits of a Rolling Forecast
 
Preventive maintenance kpi
Preventive maintenance kpiPreventive maintenance kpi
Preventive maintenance kpi
 

Similar to Andriy varusha

Product Spotlight: Oracle Profitability and Cost Management
Product Spotlight: Oracle Profitability and Cost ManagementProduct Spotlight: Oracle Profitability and Cost Management
Product Spotlight: Oracle Profitability and Cost ManagementInnovusPartners
 
Productivity improvement through right governance
Productivity improvement through right governanceProductivity improvement through right governance
Productivity improvement through right governanceChandan Patary
 
CallidusCloud Webinar: 5 Steps to Better Sales Performance Management
CallidusCloud Webinar: 5 Steps to Better Sales Performance ManagementCallidusCloud Webinar: 5 Steps to Better Sales Performance Management
CallidusCloud Webinar: 5 Steps to Better Sales Performance ManagementErika Alexander
 
Planning Process Considerations
Planning Process ConsiderationsPlanning Process Considerations
Planning Process Considerationsfinitsolutions
 
Peak Profitability Across the Business: Understanding the Past and Planning f...
Peak Profitability Across the Business: Understanding the Past and Planning f...Peak Profitability Across the Business: Understanding the Past and Planning f...
Peak Profitability Across the Business: Understanding the Past and Planning f...Alithya
 
What ISO Management Systems can learn from Balanced Scorecard?
What ISO Management Systems can learn from Balanced Scorecard?What ISO Management Systems can learn from Balanced Scorecard?
What ISO Management Systems can learn from Balanced Scorecard?PECB
 
KPIs and Capability Statements
KPIs and Capability StatementsKPIs and Capability Statements
KPIs and Capability StatementsLuigi Muzii
 
Operational Excellence Solutions
Operational Excellence SolutionsOperational Excellence Solutions
Operational Excellence SolutionsAldo Arecco
 
Best practices for contact center performance management
Best practices for contact center performance managementBest practices for contact center performance management
Best practices for contact center performance managementJennifer Whedbee
 
Business Centric IT: Data Management
Business Centric IT: Data ManagementBusiness Centric IT: Data Management
Business Centric IT: Data ManagementDavid A. Chapa
 
Move from Business Intelligence to Advanced Analytics by Integrating IBM SPSS...
Move from Business Intelligence to Advanced Analytics by Integrating IBM SPSS...Move from Business Intelligence to Advanced Analytics by Integrating IBM SPSS...
Move from Business Intelligence to Advanced Analytics by Integrating IBM SPSS...Perficient, Inc.
 
KPI mahsa sharifi 2012
KPI mahsa sharifi 2012KPI mahsa sharifi 2012
KPI mahsa sharifi 2012Mahsa Sharifi
 
Final case study sharpe bmw
Final case study   sharpe bmwFinal case study   sharpe bmw
Final case study sharpe bmwgabor_06
 

Similar to Andriy varusha (20)

Product Spotlight: Oracle Profitability and Cost Management
Product Spotlight: Oracle Profitability and Cost ManagementProduct Spotlight: Oracle Profitability and Cost Management
Product Spotlight: Oracle Profitability and Cost Management
 
Productivity improvement through right governance
Productivity improvement through right governanceProductivity improvement through right governance
Productivity improvement through right governance
 
CallidusCloud Webinar: 5 Steps to Better Sales Performance Management
CallidusCloud Webinar: 5 Steps to Better Sales Performance ManagementCallidusCloud Webinar: 5 Steps to Better Sales Performance Management
CallidusCloud Webinar: 5 Steps to Better Sales Performance Management
 
Planning Process Considerations
Planning Process ConsiderationsPlanning Process Considerations
Planning Process Considerations
 
Peak Profitability Across the Business: Understanding the Past and Planning f...
Peak Profitability Across the Business: Understanding the Past and Planning f...Peak Profitability Across the Business: Understanding the Past and Planning f...
Peak Profitability Across the Business: Understanding the Past and Planning f...
 
What ISO Management Systems can learn from Balanced Scorecard?
What ISO Management Systems can learn from Balanced Scorecard?What ISO Management Systems can learn from Balanced Scorecard?
What ISO Management Systems can learn from Balanced Scorecard?
 
KPIs and Capability Statements
KPIs and Capability StatementsKPIs and Capability Statements
KPIs and Capability Statements
 
Quolutions: Corporate Presentation
Quolutions: Corporate Presentation Quolutions: Corporate Presentation
Quolutions: Corporate Presentation
 
Operational Excellence Solutions
Operational Excellence SolutionsOperational Excellence Solutions
Operational Excellence Solutions
 
Best practices for contact center performance management
Best practices for contact center performance managementBest practices for contact center performance management
Best practices for contact center performance management
 
1130 track1 stevens
1130 track1 stevens1130 track1 stevens
1130 track1 stevens
 
Business Centric IT: Data Management
Business Centric IT: Data ManagementBusiness Centric IT: Data Management
Business Centric IT: Data Management
 
Move from Business Intelligence to Advanced Analytics by Integrating IBM SPSS...
Move from Business Intelligence to Advanced Analytics by Integrating IBM SPSS...Move from Business Intelligence to Advanced Analytics by Integrating IBM SPSS...
Move from Business Intelligence to Advanced Analytics by Integrating IBM SPSS...
 
1 2-3-go live-h_rcomwebinar
1 2-3-go live-h_rcomwebinar1 2-3-go live-h_rcomwebinar
1 2-3-go live-h_rcomwebinar
 
KPI mahsa sharifi 2012
KPI mahsa sharifi 2012KPI mahsa sharifi 2012
KPI mahsa sharifi 2012
 
Benefits Realization Management إدارة تحقيق المنافع
Benefits Realization Management  إدارة تحقيق المنافعBenefits Realization Management  إدارة تحقيق المنافع
Benefits Realization Management إدارة تحقيق المنافع
 
Goals and KPIs 01a
Goals and KPIs 01aGoals and KPIs 01a
Goals and KPIs 01a
 
kpis.ppt
kpis.pptkpis.ppt
kpis.ppt
 
kpis.ppt
kpis.pptkpis.ppt
kpis.ppt
 
Final case study sharpe bmw
Final case study   sharpe bmwFinal case study   sharpe bmw
Final case study sharpe bmw
 

More from Lviv Startup Club

Artem Bykovets: 4 Вершники апокаліпсису робочих стосунків (+антидоти до них) ...
Artem Bykovets: 4 Вершники апокаліпсису робочих стосунків (+антидоти до них) ...Artem Bykovets: 4 Вершники апокаліпсису робочих стосунків (+антидоти до них) ...
Artem Bykovets: 4 Вершники апокаліпсису робочих стосунків (+антидоти до них) ...Lviv Startup Club
 
Dmytro Khudenko: Challenges of implementing task managers in the corporate an...
Dmytro Khudenko: Challenges of implementing task managers in the corporate an...Dmytro Khudenko: Challenges of implementing task managers in the corporate an...
Dmytro Khudenko: Challenges of implementing task managers in the corporate an...Lviv Startup Club
 
Sergii Melnichenko: Лідерство в Agile командах: ТОП-5 основних психологічних ...
Sergii Melnichenko: Лідерство в Agile командах: ТОП-5 основних психологічних ...Sergii Melnichenko: Лідерство в Agile командах: ТОП-5 основних психологічних ...
Sergii Melnichenko: Лідерство в Agile командах: ТОП-5 основних психологічних ...Lviv Startup Club
 
Mariia Rashkevych: Підвищення ефективності розроблення та реалізації освітніх...
Mariia Rashkevych: Підвищення ефективності розроблення та реалізації освітніх...Mariia Rashkevych: Підвищення ефективності розроблення та реалізації освітніх...
Mariia Rashkevych: Підвищення ефективності розроблення та реалізації освітніх...Lviv Startup Club
 
Mykhailo Hryhorash: What can be good in a "bad" project? (UA)
Mykhailo Hryhorash: What can be good in a "bad" project? (UA)Mykhailo Hryhorash: What can be good in a "bad" project? (UA)
Mykhailo Hryhorash: What can be good in a "bad" project? (UA)Lviv Startup Club
 
Oleksii Kyselov: Що заважає ПМу зростати? Розбір практичних кейсів (UA)
Oleksii Kyselov: Що заважає ПМу зростати? Розбір практичних кейсів (UA)Oleksii Kyselov: Що заважає ПМу зростати? Розбір практичних кейсів (UA)
Oleksii Kyselov: Що заважає ПМу зростати? Розбір практичних кейсів (UA)Lviv Startup Club
 
Yaroslav Osolikhin: «Неідеальний» проєктний менеджер: People Management під ч...
Yaroslav Osolikhin: «Неідеальний» проєктний менеджер: People Management під ч...Yaroslav Osolikhin: «Неідеальний» проєктний менеджер: People Management під ч...
Yaroslav Osolikhin: «Неідеальний» проєктний менеджер: People Management під ч...Lviv Startup Club
 
Mariya Yeremenko: Вплив Генеративного ШІ на сучасний світ та на особисту ефек...
Mariya Yeremenko: Вплив Генеративного ШІ на сучасний світ та на особисту ефек...Mariya Yeremenko: Вплив Генеративного ШІ на сучасний світ та на особисту ефек...
Mariya Yeremenko: Вплив Генеративного ШІ на сучасний світ та на особисту ефек...Lviv Startup Club
 
Petro Nikolaiev & Dmytro Kisov: ТОП-5 методів дослідження клієнтів для успіху...
Petro Nikolaiev & Dmytro Kisov: ТОП-5 методів дослідження клієнтів для успіху...Petro Nikolaiev & Dmytro Kisov: ТОП-5 методів дослідження клієнтів для успіху...
Petro Nikolaiev & Dmytro Kisov: ТОП-5 методів дослідження клієнтів для успіху...Lviv Startup Club
 
Maksym Stelmakh : Державні електронні послуги та сервіси: чому бізнесу варто ...
Maksym Stelmakh : Державні електронні послуги та сервіси: чому бізнесу варто ...Maksym Stelmakh : Державні електронні послуги та сервіси: чому бізнесу варто ...
Maksym Stelmakh : Державні електронні послуги та сервіси: чому бізнесу варто ...Lviv Startup Club
 
Alexander Marchenko: Проблеми росту продуктової екосистеми (UA)
Alexander Marchenko: Проблеми росту продуктової екосистеми (UA)Alexander Marchenko: Проблеми росту продуктової екосистеми (UA)
Alexander Marchenko: Проблеми росту продуктової екосистеми (UA)Lviv Startup Club
 
Oleksandr Grytsenko: Save your Job або прокачай скіли до Engineering Manageme...
Oleksandr Grytsenko: Save your Job або прокачай скіли до Engineering Manageme...Oleksandr Grytsenko: Save your Job або прокачай скіли до Engineering Manageme...
Oleksandr Grytsenko: Save your Job або прокачай скіли до Engineering Manageme...Lviv Startup Club
 
Yuliia Pieskova: Фідбек: не лише "як", але й "коли" і "навіщо" (UA)
Yuliia Pieskova: Фідбек: не лише "як", але й "коли" і "навіщо" (UA)Yuliia Pieskova: Фідбек: не лише "як", але й "коли" і "навіщо" (UA)
Yuliia Pieskova: Фідбек: не лише "як", але й "коли" і "навіщо" (UA)Lviv Startup Club
 
Nataliya Kryvonis: Essential soft skills to lead your team (UA)
Nataliya Kryvonis: Essential soft skills to lead your team (UA)Nataliya Kryvonis: Essential soft skills to lead your team (UA)
Nataliya Kryvonis: Essential soft skills to lead your team (UA)Lviv Startup Club
 
Volodymyr Salyha: Stakeholder Alchemy: Transforming Analysis into Meaningful ...
Volodymyr Salyha: Stakeholder Alchemy: Transforming Analysis into Meaningful ...Volodymyr Salyha: Stakeholder Alchemy: Transforming Analysis into Meaningful ...
Volodymyr Salyha: Stakeholder Alchemy: Transforming Analysis into Meaningful ...Lviv Startup Club
 
Anna Chalyuk: 7 інструментів та принципів, які допоможуть зробити вашу команд...
Anna Chalyuk: 7 інструментів та принципів, які допоможуть зробити вашу команд...Anna Chalyuk: 7 інструментів та принципів, які допоможуть зробити вашу команд...
Anna Chalyuk: 7 інструментів та принципів, які допоможуть зробити вашу команд...Lviv Startup Club
 
Oksana Smilka: Цінності, цілі та (де) мотивація (UA)
Oksana Smilka: Цінності, цілі та (де) мотивація (UA)Oksana Smilka: Цінності, цілі та (де) мотивація (UA)
Oksana Smilka: Цінності, цілі та (де) мотивація (UA)Lviv Startup Club
 
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...Lviv Startup Club
 
Andrii Skoromnyi: Чому не працює методика "5 Чому?" – і яка є альтернатива? (UA)
Andrii Skoromnyi: Чому не працює методика "5 Чому?" – і яка є альтернатива? (UA)Andrii Skoromnyi: Чому не працює методика "5 Чому?" – і яка є альтернатива? (UA)
Andrii Skoromnyi: Чому не працює методика "5 Чому?" – і яка є альтернатива? (UA)Lviv Startup Club
 
Maryna Sokyrko & Oleksandr Chugui: Building Product Passion: Developing AI ch...
Maryna Sokyrko & Oleksandr Chugui: Building Product Passion: Developing AI ch...Maryna Sokyrko & Oleksandr Chugui: Building Product Passion: Developing AI ch...
Maryna Sokyrko & Oleksandr Chugui: Building Product Passion: Developing AI ch...Lviv Startup Club
 

More from Lviv Startup Club (20)

Artem Bykovets: 4 Вершники апокаліпсису робочих стосунків (+антидоти до них) ...
Artem Bykovets: 4 Вершники апокаліпсису робочих стосунків (+антидоти до них) ...Artem Bykovets: 4 Вершники апокаліпсису робочих стосунків (+антидоти до них) ...
Artem Bykovets: 4 Вершники апокаліпсису робочих стосунків (+антидоти до них) ...
 
Dmytro Khudenko: Challenges of implementing task managers in the corporate an...
Dmytro Khudenko: Challenges of implementing task managers in the corporate an...Dmytro Khudenko: Challenges of implementing task managers in the corporate an...
Dmytro Khudenko: Challenges of implementing task managers in the corporate an...
 
Sergii Melnichenko: Лідерство в Agile командах: ТОП-5 основних психологічних ...
Sergii Melnichenko: Лідерство в Agile командах: ТОП-5 основних психологічних ...Sergii Melnichenko: Лідерство в Agile командах: ТОП-5 основних психологічних ...
Sergii Melnichenko: Лідерство в Agile командах: ТОП-5 основних психологічних ...
 
Mariia Rashkevych: Підвищення ефективності розроблення та реалізації освітніх...
Mariia Rashkevych: Підвищення ефективності розроблення та реалізації освітніх...Mariia Rashkevych: Підвищення ефективності розроблення та реалізації освітніх...
Mariia Rashkevych: Підвищення ефективності розроблення та реалізації освітніх...
 
Mykhailo Hryhorash: What can be good in a "bad" project? (UA)
Mykhailo Hryhorash: What can be good in a "bad" project? (UA)Mykhailo Hryhorash: What can be good in a "bad" project? (UA)
Mykhailo Hryhorash: What can be good in a "bad" project? (UA)
 
Oleksii Kyselov: Що заважає ПМу зростати? Розбір практичних кейсів (UA)
Oleksii Kyselov: Що заважає ПМу зростати? Розбір практичних кейсів (UA)Oleksii Kyselov: Що заважає ПМу зростати? Розбір практичних кейсів (UA)
Oleksii Kyselov: Що заважає ПМу зростати? Розбір практичних кейсів (UA)
 
Yaroslav Osolikhin: «Неідеальний» проєктний менеджер: People Management під ч...
Yaroslav Osolikhin: «Неідеальний» проєктний менеджер: People Management під ч...Yaroslav Osolikhin: «Неідеальний» проєктний менеджер: People Management під ч...
Yaroslav Osolikhin: «Неідеальний» проєктний менеджер: People Management під ч...
 
Mariya Yeremenko: Вплив Генеративного ШІ на сучасний світ та на особисту ефек...
Mariya Yeremenko: Вплив Генеративного ШІ на сучасний світ та на особисту ефек...Mariya Yeremenko: Вплив Генеративного ШІ на сучасний світ та на особисту ефек...
Mariya Yeremenko: Вплив Генеративного ШІ на сучасний світ та на особисту ефек...
 
Petro Nikolaiev & Dmytro Kisov: ТОП-5 методів дослідження клієнтів для успіху...
Petro Nikolaiev & Dmytro Kisov: ТОП-5 методів дослідження клієнтів для успіху...Petro Nikolaiev & Dmytro Kisov: ТОП-5 методів дослідження клієнтів для успіху...
Petro Nikolaiev & Dmytro Kisov: ТОП-5 методів дослідження клієнтів для успіху...
 
Maksym Stelmakh : Державні електронні послуги та сервіси: чому бізнесу варто ...
Maksym Stelmakh : Державні електронні послуги та сервіси: чому бізнесу варто ...Maksym Stelmakh : Державні електронні послуги та сервіси: чому бізнесу варто ...
Maksym Stelmakh : Державні електронні послуги та сервіси: чому бізнесу варто ...
 
Alexander Marchenko: Проблеми росту продуктової екосистеми (UA)
Alexander Marchenko: Проблеми росту продуктової екосистеми (UA)Alexander Marchenko: Проблеми росту продуктової екосистеми (UA)
Alexander Marchenko: Проблеми росту продуктової екосистеми (UA)
 
Oleksandr Grytsenko: Save your Job або прокачай скіли до Engineering Manageme...
Oleksandr Grytsenko: Save your Job або прокачай скіли до Engineering Manageme...Oleksandr Grytsenko: Save your Job або прокачай скіли до Engineering Manageme...
Oleksandr Grytsenko: Save your Job або прокачай скіли до Engineering Manageme...
 
Yuliia Pieskova: Фідбек: не лише "як", але й "коли" і "навіщо" (UA)
Yuliia Pieskova: Фідбек: не лише "як", але й "коли" і "навіщо" (UA)Yuliia Pieskova: Фідбек: не лише "як", але й "коли" і "навіщо" (UA)
Yuliia Pieskova: Фідбек: не лише "як", але й "коли" і "навіщо" (UA)
 
Nataliya Kryvonis: Essential soft skills to lead your team (UA)
Nataliya Kryvonis: Essential soft skills to lead your team (UA)Nataliya Kryvonis: Essential soft skills to lead your team (UA)
Nataliya Kryvonis: Essential soft skills to lead your team (UA)
 
Volodymyr Salyha: Stakeholder Alchemy: Transforming Analysis into Meaningful ...
Volodymyr Salyha: Stakeholder Alchemy: Transforming Analysis into Meaningful ...Volodymyr Salyha: Stakeholder Alchemy: Transforming Analysis into Meaningful ...
Volodymyr Salyha: Stakeholder Alchemy: Transforming Analysis into Meaningful ...
 
Anna Chalyuk: 7 інструментів та принципів, які допоможуть зробити вашу команд...
Anna Chalyuk: 7 інструментів та принципів, які допоможуть зробити вашу команд...Anna Chalyuk: 7 інструментів та принципів, які допоможуть зробити вашу команд...
Anna Chalyuk: 7 інструментів та принципів, які допоможуть зробити вашу команд...
 
Oksana Smilka: Цінності, цілі та (де) мотивація (UA)
Oksana Smilka: Цінності, цілі та (де) мотивація (UA)Oksana Smilka: Цінності, цілі та (де) мотивація (UA)
Oksana Smilka: Цінності, цілі та (де) мотивація (UA)
 
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
 
Andrii Skoromnyi: Чому не працює методика "5 Чому?" – і яка є альтернатива? (UA)
Andrii Skoromnyi: Чому не працює методика "5 Чому?" – і яка є альтернатива? (UA)Andrii Skoromnyi: Чому не працює методика "5 Чому?" – і яка є альтернатива? (UA)
Andrii Skoromnyi: Чому не працює методика "5 Чому?" – і яка є альтернатива? (UA)
 
Maryna Sokyrko & Oleksandr Chugui: Building Product Passion: Developing AI ch...
Maryna Sokyrko & Oleksandr Chugui: Building Product Passion: Developing AI ch...Maryna Sokyrko & Oleksandr Chugui: Building Product Passion: Developing AI ch...
Maryna Sokyrko & Oleksandr Chugui: Building Product Passion: Developing AI ch...
 

Recently uploaded

Food safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfFood safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfSherif Taha
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.christianmathematics
 
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxSKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxAmanpreet Kaur
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibitjbellavia9
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsMebane Rash
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin ClassesCeline George
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Jisc
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17Celine George
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSCeline George
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxnegromaestrong
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...pradhanghanshyam7136
 
Third Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptxThird Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptxAmita Gupta
 

Recently uploaded (20)

Food safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfFood safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdf
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxSKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibit
 
Asian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptxAsian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptx
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan Fellows
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
 
Third Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptxThird Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptx
 

Andriy varusha

  • 1. Senior regional director Andriy Varusha Privileged and Confidential Delivery Management and KPIs: How to Win a Customer’s Heart
  • 2. Privileged and Confidential 2 About myself • Senior Regional Director position @ Grid Dynamics, responsible for Ukraine and Poland • 10 + years on managerial positions in IT • 5 years in professional services – consulting and IT audit • 5 years in IT outsourcing industry • Experience of managing complex projects in Enterprise IT • Experience of living in Ukraine and Poland
  • 3. Privileged and Confidential 3 Agenda • Why do we need KPIs and what it is • KPI pyramid, different layers of metrics for different stakeholders • KPIs vs organizational structure, overcoming conflicts • Conclusions and practical tips
  • 4. Privileged and Confidential 4 Delivery Manager vs Project Manager • Continuous engagement vs limited in time effort • DM usually has shared responsibility with customer’s stakeholder over the scope and schedule • DM is usually more knowledgeable in delivery practices, tools, skills than a PM • DM is usually a people manager as well • Business vs budget
  • 5. Privileged and Confidential 5 Evolution of a vision or why do we need KPIs Different stakeholders have different goals. After some level you need to think of all of them and show them value. The easiest and safest way to show value is to find proper metrics for each. Just hard work is not enough. Engineer Senior engineer Team lead Doing technical tasks Doing difficult tasks, helping others Distributing tasks, quality control, doing most difficult tasks TL + communicating on behalf of the teamDM DM * Delegating some tasks, implementing technical metrics Customer happy Customer happy Customer happy Customer not happy + lack of time Customer not happy
  • 6. Privileged and Confidential 6 What is a KPI? • Measurable indication of a result • If you’d like to put targets for rather subjective things, still find the most meaningful measurable metric • If you can’t find any measurable metric, implement a judgmental scale • KPIs should be regularly and consistently measured • KPIs should be regularly reviewed – KPI set as well as target values
  • 7. Privileged and Confidential 7 What is a KPI? Internal stakeholder External + internal stakeholder Business KPIs Roadmap KPIs Team level KPIs Efficiency KPIs
  • 8. Privileged and Confidential 8 Team level Aim: Measure the spot performance of the team, i.e. performance for a particular period of time. Key question: “Are we moving fast enough?” Examples: Development team • Velocity • Sprint completion • Scope creep • Capacity • LoC • % support QA team • Coverage • Bugs in prod / UAT Stakeholders: Team lead (both internal and customer side), DM and peer level at customer (EM, PM etc.) DevOps team • Coverage of all steps in pipeline • Time of deployment • Uptime Support • Reaction time • Resolution time • Bug queue
  • 9. Privileged and Confidential 9 Roadmap level Aim: Measure the overall progress to the milestones that make sense for business. Key question: “Are we moving the right direction and how far are we from the goal?” Examples: • % of scope completion • % of time lapsed • % of budget consumed • # of change requests • # of blockers reported or delay time due to blockers • Total time shift Stakeholders: DM and peer level at customer (EM, PM etc.), director level, Product owner and other business representatives
  • 10. Privileged and Confidential 10 Customer level Aim: Measure overall value for business Key question: “Are we delivering what we are supposed to when reaching the destination?” Examples: If solution is enabling business: • Revenue • Growth in natural count (customers, items sold, page visits etc) If solution is increasing efficiency • Cost reduction • Time to market reduction (or any other time to something) • Human effort reduction • Increase in conversion Stakeholders: top management. Risk mitigation • Loss reduction • Number of errors reduction • Increase of availability • Number of customer complaints reduction
  • 11. Privileged and Confidential 11 Efficiency level Aim: Measure efficiency in delivering value Key question: “what is our fuel consumption?” Examples: • Revenue from services delivered • Cost of services • Margin / profit • Attrition Stakeholders: internal management
  • 12. Privileged and Confidential 12 KPIs and Org structure • Typical roles in delivery engagement: • Sales / client partner • Account director / manager • Delivery director / manager • Important to avoid polarity • Sales responsible for revenue doesn’t care about profitability and execution • Delivery management doesn’t care about revenue and cares only about team metrics so pushes back • Two approaches • Find a common KPI (“common denominator”) and link performance to it • Weight all KPIs and set different weights for different roles
  • 13. Privileged and Confidential 13 Sliced structure and KPIs balance • Sales / CP • Revenue (70%), business metrics (20%), efficiency (10%) • Account director • Revenue (40%), business metrics (30%), roadmap metrics (20%), efficiency (10%) • Delivery director • Revenue (30%), business metrics (20%), roadmap metrics (20%), efficiency (30%) • Delivery manager • Business metrics (20%), roadmap metrics (30%), team metrics (30%), efficiency (20%) Customerpressure,flexibility Pushbackpower,efficiency
  • 14. Privileged and Confidential 14 Conclusions and practical tips • KPI is just a metric, whenever you have other strong reasons for decisions, ignore mathematics • Roadmap and team level are quite well derived from each other, business level may be quite different. • Standardize team and roadmap level to be able to prepare drill down / aggregated reports • Business level can be captured only from business manager. Find the real pain point • If anything is missing – assume it • Though first aim of reporting metrics is controllability, still it has another positive affect of traceability • Better visualize than just present figures

Editor's Notes

  1. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  2. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  3. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  4. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  5. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  6. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  7. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  8. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  9. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  10. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  11. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise
  12. Only few players will survive long term Strategies: Amazon - cloud ecosystem and retail focus, Google - strong ML capabilities, IBM with deep insight and vertical focus on health and law, Microsoft focuses on employee and enterprise