Context. The NEW data services from UST Global UST GLOBAL - A UNIQUE PARTNER. UST Global Data Services March 2018!1

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1 UST Global Data Services March 2018!1 UST GLOBAL - A UNIQUE PARTNER Context Our Fortune 500 customers have immense amounts of transactional as well as interaction data distributed across a number of business functions compounded by multiple applications covering the same function powered by a furious rate of acquisitions and consolidations. They carry a large technical debt as data gets replicated across operational and analytics systems. Beyond the extremely cost of licenses, hardware and support traditional analytics systems significantly slow down the ability to react to market needs, are brittle while facing extensive data quality issues and need additional big data technology systems to handle new kinds of data coming in at high speed and high volumes from iots and other streaming sources. Adding to these is an immense focus from the CEO down on data security, privacy, governance and compliance. The NEW data services from UST Global The data services team from UST has consolidated the three traditional services to meet this generational shift: ETL/data warehousing, big data and Advanced analytics/ai teams to align to and address demand for cost effective business outcomes from our global large customers into an integrated offering focused on business outcomes. Our teams are aligned into three teams supported by a number of unique tools, accelerators and deep expertise 1. Data Management which consists of 9 disciplines supported by digital tools and frameworks covering all areas from data strategy and data governance to data content management and data lifecycle services 2. Data Engineering supports all aspects of data engineering from big data technology choices to moving data across the enterprise in the most efficient and effective ways 3. Engineering Insights handling sparse as well as scarce data, minimizing data cleansing and preparation tasks from data scientists and delivering advanced abilities to modify algorithms as models change

2 UST Global Data Services!2 March 2018 Data management services focus on development and execution of architectures, policies and practices to manage the full data lifecycle. They are built around nine major disciplines, supported by a number of accelerators and capabilities. Data Management Data Strategy Data Asset Discovery Data Governance Data Modeling Data Access Data Analysis Data Lifecycle Management Data Content Management Data Management COE Services! Data Engineering Automated Lakes Supported by a number of innovative capabilities which include: Automated creation of and ETL to multiple data lake options

3 UST Global Data Services March 2018!3 Data Integration Data integration platforms like UST s Pneuron, with out-of-the-box integration and orchestration mechanisms, interface patterns and events to accelerate value realization Data Virtualization Logical data warehouses and data marts powered by in memory solutions creates opportunities for up-to 40% reduction in data warehousing costs

4 UST Global Data Services March 2018!4 Engineering Insights A number of accelerators again support our capability to support our AI and machine learning as well as advanced insight visualization teams. These include: 1. xpresso.ai : A new generation Artificial Intelligence and Natural Language Understanding (NLU) platform that simplifies and accelerates complex enterprise decision-making Likelihood of closure Type of product / Fund Collateral to carry Personal / Social Conversation with chatbot Real time conversation, with meaningful alerts Continuous interaction XPRESSO Recommendations Machine Learning Speech-textstructured data AI engine Inputs from other agents Historical trends Historical data and insights SDFC leads data store 2. Our Intelligent computing Environment (I.C.E) - provides algorithms for business and data analysts Features Allows to absorb data from a variety of sources including relational & No SQL databases The UI is simple and intuitive and offers a mix of fully guided click through guidance for entry level developers with deep customization as well as tweaking capabilities to seasoned users Offers rapid insight generation capabilities allowing developers to focus on the outcomes vs the underlying implementation details The platform offers a rich assortment of 100+ prefabricated pre-processors including categorical, date, numeric, text, time, dimensionality reduction etc. I.C.E can publish the models as REST services with no additional effort greatly reducing the effort and accelerating the time-to-market 3. The Catamera platform - Configurable visualization widgets integrated with APIs

5 UST Global Data Services March 2018!5 Easy to Engage We can leverage our Innovation Pods( ) - We land a small relevant team of experts e.g., consisting of a data architect, a domain expert and a data scientist which will go through a selected small list of data problems and define one in great detail and deliver a minimal viable concept in 8 to 12 weeks. We have found that such a model based on agreed outcomes is an easy way to get first-hand experience with the accelerated value that UST can provide We can also arrange half day workshops with researchers from Stanford AI Labs (SAIL) or MIT Media Labs on topics of your interest. UST serves as an execution at scale partner for a number of Universities and labs while bringing in a business outcome focus. One such session we set up with senior professors and researchers at Stanford for a major bay area IT security company was focused on Accelerating ML/Deep Learning Development Lifecycle with Stanford AI Lab Assets. Our Commitment We look forward to discussing our capabilities further. Our data services reflect and leverage UST s three core traits of value to you: 1. We are totally aligned to your vision our IT engagement models and contracts are structured to constantly reduce our teams as we drive optimization through innovation. We believe that this is the only way to stay continuously relevant through multiple years of client engagement 2. We believe in engagement and commercial models which are aggressively tuned to your business success. We are paid when you are successful. 3. We provide deep attention to a very short and selected list of world class clients most organizations our size will have three times our client list (we serve around 140 global 1000 clients).