ADVANCE ANALYTICS- BENCHMARKING THE ENTERPRISE GROWTH END USER LANDSCAPE & VENDOR ANALYSIS
SAMPLE REPORT
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TABLE OF CONTENTS 1.
PROJECT SCOPE
2.
INTRODUCTION
3.
GLOBAL ADVANCED ANALYTICS- BUSINESS VALUE
4.
GLOBAL ADVANCED ANALYTICS MARKET- BROAD CATEGORIZATION
4.1
Types of Analytics
4.2
Market Breakdown
5.
GLOBAL ADVANCED ANALYTICS MARKET- DEMAND SIDE BREAKDOWN
5.1
By Organization Size
5.1.1
Large Enterprise (<=1000 People)
5.1.2
SMB&E (1-999 People)
5.2
By Region
5.2.1
American Continents
5.2.2
Europe
5.2.3
APECJ
5.2.4
MEA
5.3
By Industry
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TABLE OF CONTENTS 5.3.1
BFSI
5.3.2
Healthcare & Life Science
5.3.3
IT & Telecom
5.3.4
Manufacturing & Automotive
5.3.5
Retail
6.
GLOBAL ADVANCED ANALYTICS MARKET- ADOPTION RATE
6.1
By Regions
6.2
By Advanced Analytics Models
6.3
Reason for Adoption – User View
7.
MARKET DRIVERS FOR ADVANCED ANALYTICS
7.1
Top Capabilities and Features
7.2
Barriers to Adoption- User View
7.3
Parameters for Choosing Advanced Analytics- User View
8.
WHY ADVANCED ANALYTICS- USER VIEW
9.
SPENDING BY ORGANIZATIONS
9.1
IT Spending
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TABLE OF CONTENTS 9.2
Advanced Analytics Spending
10.
CHURN ANALYSIS
11.
ADVANCED ANALYTICS- IMPACT SCALE
12.
PORTER’s FIVE FORCE
13.
PRICING OF THE PRODUCTS
14.
USER VIEWS ON VENDORS- ON TOP PARAMETERS
15.
INFOHOLIC’s FOUR WALL
16.
VENDOR ANALYSIS
16.1
By Top Vendors
16.2
By Verticals
17.
OTHER PROMINENT PLAYERS
18.
ADVANCED ANALYTICS USE- BY EXAMPLE
19.
TECHNOLOGICAL GAME CHANGERS
19.1
Analyst & Stakeholder’s View
19.2
Key Trends
19.3
Advanced Analytics Platforms-2016
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TABLE OF CONTENTS 20.
STAKEHOLDER’s QUOTES
20.1
By End-Users
20.2
By Vendor’s
21.
INFOLOHIC’S OBSERVATION
22.
ADVANCED ANALYTICS - AT A GLANCE
23.
PROJECT METHODOLOGY
24.
ABOUT INFOHOLIC RESEARCH
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PROJECT SCOPE End-User Advanced Analytics by: Type of Analytics Descriptive Prescriptive Predictive By Adoption By Size • Large Enterprise • Small Enterprise By Region • American Continents • European • APEJC • MEA By Verticals • BFSI • Healthcare & Life Sciences • IT & Telecom • Retail • Manufacturing & Automotive Market Drivers Reason for Adoption Barriers to Adoption Spending IT spending Advanced Analytics Spending
Vendors Advanced Analytics by: Infoholic’s Four Wall Why Advanced Analytics Porter’s Five Force Game Changers Top 10 Vendor Analysis User Views through top Parameters Key Trends Impact Scale Churn Analysis Stakeholder’s Insight End User Vendor Advanced Analytics Use: By Examples Key Trends Strategic Recommendations
* APEJC-Asia Pacific Except Japan & China
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INTRODUCTION ANALYTICS GROWTH MATRIX
Traditional Analytics
2013
2014
Advanced Analytics
2015
2016
2017
TRADITIONAL ANALYTICS Business Intelligence
Traditional Analytics Capabilities Reporting
Monitoring
Dashboards
OLAP
ADHOC Query
Scorecards
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Big Data
2020
2021
2022
Predictive Analytics Structured Data
Cloud Computing
2019
ADVANCE ANALYTICS
Unstructured Data
Technology Driven
2018
Descriptive Analytics Perspective Analytics
Structured Data Unstructured Data
Business Intelligence Data Visualization Statistical Analysis
ETL & Data Management ADHOC & Standard Reports
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GLOBAL ADVANCED ANALYTICS- BUSINESS VALUE 90%
ADVANCE ANALYTICS
Risk Analysis
Financial Analysis
80%
Sales Analysis
70% Value of Analytics
Inventory Analysis
High Business Value
Market Analysis
60%
Increment Investment
50% 40% 30% 20% 10%
Customer Analysis
0% Business Value
Enterprise Growth
Data
Structured Data
Customer Data
Market Data
Sales Data
Investment
Unstructured Data
Product & Services Data
Financial Data
Enterprise Data
Inventory Data
The information that was locked in Silos for years have found meaning and Advanced Analytic is driving force behind it. Advance analytics has become an advantage for achieving a desired business outcome, higher end user profitability and efficient and effective business operations. The rapid growth of Big Data is the key driver for this market. Also organizations have now realized the high ROI potential these tools provide.
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GLOBAL ADVANCED ANALYTICS MARKET- BROAD CATEGORIZATION
Has
Could
What Happened?
Descriptive
Business Reporting Dashboards Scorecards Data Warehousing
Well defined business problem & opportunity
What
What Happen?
Predictive
Data Mining Text Mining Web/Media Mining Forecasting
Impeccable projections of the future states and conditions
Should
Happen?
Prescriptive
Optimization Simulation Decision Modelling Expert Systems
Best possible business decision and transactions
Enablers & Outcomes
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ADVANCED ANALYTIC MARKETS- BREAKDOWN *Base: 250 XX% XX%
XX%
Predictive
Descriptive
Prescriptive
Region Wise Adoption
XX% XX%
XX%
XX%
American Continet
XX%
XX%
XX%
Europe
Descriptive
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Predictive
XX% of Users believe Predictive analytics is the way to go. By end of 2016 the Predictive analytics market will be close to $XX billion The Predictive Analytics market is estimated to grow at XX% for next XX years Next few years we will see industry lean more towards prescriptive and predictive analytics.
XX%
XX%
MEA
XX%
XX% XX%
APEJC
Predictive analytics has the most prominent place in American Continent. America is the market leader in adoption of Advanced Analytics and this can seen as many innovations have come from west. Our Analysis suggest that in next few years there will be in surge in MEA and Asia Pacific region towards Advanced Analytics. *APEJC- Asia Pacific except Japan & China *There are multiple response
Prescriptive
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GLOBAL ADVANCED ANALYTIC MARKETS: BY SIZE *Base: 250
By Size
XX% XX%
*Base: 250
XX% Large Enterprise
SMB XX%
*Large Businesses (greater than 999 employees)
XX%
*Small & Medium Businesses (1-999 employees)
XX%
Large Enterprise
SMB Adopted
Not Yet
Adoption of Advanced Analytics have been greater in Large enterprises. The enterprise tends to spend mainly on Technology that aligns to their business strategy.
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GLOBAL ADVANCED ANALYTIC MARKETS: REGION WISE USER BREAKDOWN
Europe
24%
American Continent
30%
MEA
18%
APEJC
28%
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
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*Base: 250 *APEJC- Asia Pacific except Japan & China
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GLOBAL ADVANCED ANALYTIC MARKETS: ADOPTION RATE XX%
XX%
American Continet
XX%
APEJC
Europe
XX% XX% XX%
XX% XX%
XX%
Cloud Based
On-premise Have Adopted
XX%
MEA
No matter how much buzz cloud gathers, there is still a big elephant sitting in the room to be addressed i.e. security. The security issue makes the adopter think. So the same can be seen here in selection of analytics solutions i.e. On- Premise based solution. There is also greater emphasis on Hybrid model.
Hybrid (Mix Model)
Will Adopt
*Base: 250
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MARKET DRIVES FOR ADVANCED ANALYTICS: REASON FOR ADOPTION Reason for Adoption Data Based Decision making
XX%
Relationship with customers and business
XX%
Capability to respond to buying trends
XX%
Enablement of key initiatives
XX%
Risk and Reaction to Economic changes
XX%
New Product identification and creation Others (Value addition, Revenue, etc.)
XX% XX%
ď&#x192;ź Data Based decision making and to maintain relationship with customers is the primary reason for adoption.
*Base: 250 *Multiple responses
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WHY ADVANCED ANALYTICS- USER VIEWS
Value addition to the business
XX%
Address/predict customer needs
XX%
Manage data to drive growth
XX%
Increase profitability and drive growth
Meet supply demand
XX% XX%
To anticipate trends to act upon
XX%
Address revenue management
XX%
Value addition to existing structure (i.e., CRM)
XX%
The outcomes that are expected by end users user through Advanced Analytics is to have a desired business solution and customer profitability in different industry vertical Advanced Analytics will add value to business It will address/predict customer needs Hence better business performance, strategic decisions, and operational efficiency will be achieved in the enterprise
*Base: 250 *Multiple responses
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ADVANCED ANALYTICS SPENDING BY ORGANIZATIONS IN % XX% XX%
XX%
XX% XX% XX%
XX%
XX% XX%
XX% XX%
XX%
XX%
XX%
XX%
Less than 1%
1% to 5%
10% to 15%
More than 15%
5% to 10%
Less than 1%
1% to 5%
5% to 10% Large Enterprise
10% to 15%
More than 15%
SMBs
*Base: 250
The Average spending on Advanced Analytics has increased by XX% yearly. Advanced Analytics is slowly capturing the eyes of all enterprises
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CHURN ANALYSIS Top Reasons for Unsatisfactory solution
Willing to Change Vendor
Cost is an issue
XX%
XX% Accessibility of the product
XX%
XX%
Yes
Unable to solve the need
XX%
Issues with Existing structure
XX%
No
*Base: 250
Based on interviews and survey, XX% are ready to change vendors The reasons to change: Cost Accessibility Unavailability of need based solution Issue relating to current structures The opportunity for vendors lies in understanding the pain points of end users.
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PROJECT SCOPE
INNOVATION DOMINIONS
High
High Tableau
SAS
Microsoft Qlik
IBM
Knime
Microstrategy Genpact
HP
CLIMBERS
Angoss
SDL Web
Tableau
Targit
RetailNext SDL Web
OpenText
Convergys
RapidMiner
INFOHOLIC FOUR WALL
SAS
2.5
Microsoft
2.4
Qlik
2.3
IBM
2
Microstrategy
1.7
Tibco
1.6
Knime
Capillary Tech
Alpine Data Cloudera Truven
1.9
Oracle
Accenture
Yellow Fin Accenture
3
END-USER
MARKET GROWTH
Dell
1.4 1
VENDORS’ LANDSCAPE
Pellucid MexiaInteractive
Wipro Kognitio
Low
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EMERGERS
BUSINESS STRATEGY
NoMi
Low
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ADVANCED ANALYTICS INDEX- TABLEAU Tableau provides analytics and business intelligence software solutions in the
Vertical Mapping
United States, Canada, and international. The products use a range of interaction and database systems. They have over 26,000 customer across a range of company sizes and industries located in over 150 countries.
BFSI
XX%
technologies in domains such as computer graphics, human-computer
Manufacturing XX%
XX%
Healthcare
XX% Tableau is precise, elegant, and engaging with todays innovative markets and competitive practices by providing
Energy & Utilities
XX%
easy to use and powerful mapping and
Retail
Entertainment
XX%
charting abilities removes the inherent complexities of understanding SQL for business users.
Advance Analytics Factors
User Rating
Enterprise Usage Mapping
Ease of use
XXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Cost of product/solutions
XXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Scalability of the product/solutions
XXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Vertical specific solutions
XXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Vendor strength & reputation
XXXXXXXXXXXXXXXXXXXXXXXXXXXXX
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SMB
XX% XX%
Large Enterprise
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TOP VENDORS IN EACH VERTICAL- USER RATINGS Tableau
XX
SAS
XX
Microsoft
XX
Oracle
XX
IBM
XX
IBM
XX
RetailNext
XX
Microsoft
SAS
Birst
XX
XX
IBM OptumHealth
XX
Verisk Analytics
Retail
BFSI
XX
Oracle
MedeAnalytics
XX
XX
XX XX
HealthCare
The Top 5 Players from each verticals have been shown. Ratings have been taken on a scale of 1-10 Microsoft
XX
It is purely based on user ratings
SAS
XX
User’s have rated these players based on IBM
XX
MicroStrategy Tableau Dell
XX XX XX
IT & Telecom
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IBM
parameters Product & Service Cost of the product Ease of Access Innovation Customer Relationship
XX
Oracle
XX
FICO
XX
OpenText
XX
Brand Value
Manufacturing
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OTHER PROMINENT PLAYERS
Opportunity for these companies to climb the Infoholic Wall is visible by analysis. These companies may turn out to be a dominant force in coming years.
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ADVANCED ANALYTICS–KEY TRENDS Advance analytics is going to be more prevalent in 2016 with the enhancement in the IoT, Artificial Intelligence, Big Data, Cloud Computing and Digital Intelligence technologies.
ADVANCED ANALYTICS TRENDS FOR 2016
Big Data to Smart Data :Companies will look for new tools and new data sources that allow users to explore the data, then share their findings in a secure, governed, and interactive way. Agile analytics is driving the data analytics to explore the data in a real time basis with the data trust and automated data testing by using agile tools and methods. Advanced digital transformation and digital strategy will increase the customer value and business value Advance Analytics: Advance guard for data security which is the key concern factor for business and technology leaders due to exponential growth in organisational data volumes. High level integration between the consumer and industrial applications to get real time, valuable and actionable data insights. Increased workforce and human resource capital : Talent Analytics is the prior analytics solution for C-Level Executives to achieve talent intelligence and employee engagement in the enterprise. Sales analytics, Retail analytics: Advanced analytics platforms allow enterprise to have a glimpse into the future by studying hidden patterns and valuable insights on current and future consumer behaviours, product. Advanced analytics model and algorithms is being embedded in augmented and cognitive computing to make the man-to-machine and machine-to-machine communications more understanding and natural for fast & better thought process and decision making process throughout the enterprise value chain. Open source applications and crowd sourcing with a overreaching technological solution in different industries are making a way in the enterprise to make statistical and complex business process much more easier for the end users. Data monetization to get micro level data insights and data accuracy for competitive advantage
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QUOTES-STAKEHOLDERS (END USER)
Network Analytics helsp the telecom operators to get insights about consumer behaviour & helps them to reduce churn & retain high revenue subscribers.
“
Sai Venkatesh Attaluri Head - Big Data Analytics
Vinod Gupta Director - Network Analytics
Netxcell Limited, India
Ericsson Global Services, India
“
“
“
“
There is a demand for Advance Analytics, however they need to be more structured to support this demand.
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“
“
In the current scenario, the academicians do research on sample data while the industry people work on actual data with their experience and intuition. Big Data and Advanced Analytics will be fruitful when the academicians and industry executives work together hand in hand collaboratively.
It will makes sense for small businesses to invest in Analytics provided the pricing of such tools are just about 2% to 3% of the turnover.
Haikel Latiff Iconicfuture GmbH
Debarshi Gooha CEO
Europe
Miller Marketing & Advertising
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QUOTES-STAKEHOLDERS (END USER)
“
Advance Analytics is the future. Stakeholders use to make decisions on the existing data, and now it has stepped up to the next level where now everyone is trying to predict the future (while considering the past) to shape up their business.
Prithviraj Sr. Manager-Analytics
Dr Gnana Bharathy Systems Wisdom & HealthShare/ eHealth NSW Australia
“
“
“
“
Data science must be combined with design and diagnostic sciences to yield value.
Sapient, India
Data is the new premium. How we curate data, how we organise it to influence our demand and supply chain decisions, will be key to sustainable margins and competitive advantage for companies in the future. Productivity of nations used to be linked to land and capital in the old economy. Data is the energy of the future and smart data will be central to productivity of nations and their per capita income.
“
Prashant kumar President, Asia IPG- Malaysia
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QUOTES-STAKEHOLDERS (END USER)
â&#x20AC;&#x153;
The current market of Advanced Analytics and Data Science globally is not reaching its potential to transform corporates due to unqualified people employed into positions that require a specialization and noted experience. The only difference between Advanced Analytics and Data Science is the platform utilized. The one generates insights and leads using batch data from a data warehouse and the other enables insights and leads in real-time using complex event processing from a big data platform. The algorithm and models are largely the same. The fact that organizations split up Campaigns, MI, Advanced Analytics and Data Science into separate areas is testament to organizations recruiting unqualified employees and in so doing hindering the possibility of adequately leveraging the full power of data usage to become an organization asset and ultimately a game changer.
â&#x20AC;&#x153;
Aalia Kara Head: Advanced Analytics and Data Science Barclays Africa Group Limited Johannesburg, SA
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QUOTES-STAKEHOLDERS (VENDOR)
“
“
Analytics will become increasingly complex and time sensitive, spurred on by big data platforms such as Hadoop and tools such as Tableau and R. 'Efficiency' will become the new watch-word as businesses manage their investment in analytical Infrastructure cluster sizes will be kept in check. Kognitio will lead the way in ultra-efficiency for complex analytics offering dramatically better throughput with less effort on the Hadoop platform.
I believe that Industry 4.0 and Smart Cities initiatives will be particularly transformative for us in the coming decade; giving us more leisure time, improving our health, and making us happier. I encourage cities to take a leadership role, integrating and sharing their data in a global effort to better understand and improve our world.
“
“
Paul Groom Chief Operating Officer
Wael Elrifai Director of Enterprise Solutions & Big Data Guru
Kognitio, London
“
Jaydeep Deshpande Regional Marketing Manager Qlik, India & SAARC
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To us at KNIME, the very openness of great open platforms for data innovation makes perfect sense: They’re more powerful because they’re highly integrative, developed around transparency and trust, and they help organizations become more agile and collaborative in their data innovation, all with fewer risks, at lower cost and in less time. And it’s because of these advantages that we’re seeing a lot of large global organizations and institutions actively consider and adopt open platforms for their data science teams. Ultimately, we think that open platforms, their very committed users and their advanced ecosystems will bring about the most interesting breakthroughs in data-driven innovation.
“
“
Qlik compared to other market players has a different approach to the Advanced Analytic market. They are trying to make the solution which would have selfvisualization capability, which is could be operated by any personnel in the organization and need not have to worry about how it’s extracted to how it’s visualized. Other vendors in the market have a linier approach to the market and would require a personnel who is expert in data scientist to use the tool.
Pentaho, UK
Michael Berthold President, Knime AG, UK
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INFOHOLIC’S OBSERVATION
End users mainly compare Vendors using different criteria before finalizing one, depending on which is more valuable to their organizations: Cost Parameter (important for Small and Medium Enterprise). Features and benefits Vendor’s Support and training Integration to existing structure ( Mainly for Large Enterprise)
Demand for BI with Predictive Analytics (Advanced Analytics): Products focused primarily on self-service Business Intelligence (e.g., data exploration, data visualization, dash boarding and reporting) are being enhanced with predictive features. Some examples of these products are Microsoft Power BI, QlikSense, SAP Lumira, and Tableau, among others.
Simplified Analytics: Products that include basic features of BI but are primarily focused on advanced analytics and have simple, drag-and-drop or point-and-click interfaces with built-in automation features., These tools are built primarily for data driven users. Example of this category include Alteryx, Alpine Data Labs' Enterprise Platform, SAP Predictive Analytics, SAS Visual Analytics/Visual Statistics, and TIBCO’s Spotfire. Selecting the right Advanced Analytic solution in an enterprise will depend upon breadth of the deployment that an organization needs, skills of the workforce and nature of the decision makers that will depend upon it. Predictive analytics has emerged as a leading solution and there should be right talent to use it. Lot will depend upon the usage of the technology
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INFOHOLICâ&#x20AC;&#x2122;S OBSERVATION i.
Training end user toward the use of Advanced Analytics can lead to higher adoption rate.
ii.
Cloud based Advanced Analytic solution is the way for future as many (XX%) users feel that adoption will increase.
iii.
Social, Email, Blogs, Video, Mobile analytics will continue to play a major role for all businesses.
iv.
Customers are and will seek Integrated Hardware and Software for Analytics Workloads.
v.
Data Visualization is becoming a Business Requirement.
vi.
Organizations are Infusing Big Data Analytics into All Decision-Making Activities.
vii. Companies are Turning to Predictive Model Markup Language (PMML). viii. Health Care and BFSI verticals have been in the forefront of Adoption, the focus area will now shift toward less adopted verticals such as Manufacturing, Education Media etc. ix.
The growth in APEJC have been drive by Large enterprise, the focus will shift towards SMBs by offering price competitive solution.
x.
In India Healthcare is least focused area, the opportunity certainly lies in driving the adoption in this area.
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ADVANCED ANALYTICS - AT A GLANCE
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ABOUT INFOHOLIC RESEARCH
Infoholic Research is a global ICT market research and consulting organization providing strategic and high-level market intelligence in emerging and niche technologies. Founded in 2014, we are headquartered in India with an office in U.S and with consultants working across the globe. Our market analysis powered by rigorous methodology and quality metrics provides information and forecast across all the emerging markets, technologies and business models. We aim at delivering high quality results to our clients providing them with in-depth industry insights to identify new business opportunities and nurture their business strategies.
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