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Highly configurable and extensible data processing framework at PubMaticDataWorks Summit
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To solve the above problems, we built a platform that allows creating configuration driven data processing pipeline with high re-usability of business functions. It is also extensible to utilize cutting-edge technologies in the ever-changing big data ecosystem. This platform enables our development teams to build a robust batch data processing pipeline to power analytics dashboards. It also empowers novice users to provide a configuration with fact and dimensions to generate ad-hoc reports in a single data processing job. Framework intelligently identifies and re-uses existing business functions based on user inputs. It also provides an abstraction layer that keeps core business logic un-affected by the any technology changes. This framework is currently powered by Spark, but it can be easily configured with other technologies.
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Kunal Umrigar, Sr. Director Engineering Big Data & Analytics, PubMatic
1) The document discusses trends in eCommerce in 2009, including focusing on revolutionizing the customer experience and converting more browsers to buyers through rich media.
2) It also covers the importance of social media and user-generated content, as well as reaching customers through new mobile and location-based technologies.
3) The document concludes by promoting AT&T's hosting and application services that can help deliver reliable and scalable eCommerce solutions through managed services and an integrated platform.
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Commerce Server 2009 provides an e-commerce solution for Folio's online bookstore that will increase sales by 15% and customers by 20%. It offers features like online ordering, payment, delivery and a personalized customer experience. The solution is based on Microsoft Commerce Server 2009 and has a flexible architecture that allows for scalability. It also provides benefits like out-of-the-box functionality, rapid development, and integration with Microsoft products and services.
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This document discusses how Quark Software and IBM can work together to provide a platform for complete enterprise content management and publishing. The solution is based on core capabilities including content creation, ingestion, integration with third-party systems, and automated multi-channel delivery. Use cases are presented showing how the combined solution can help organizations in various industries like government, financial services, and manufacturing to more effectively create, manage, and disseminate regulated content and marketing materials across print and digital channels.
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Highly configurable and extensible data processing framework at PubMaticDataWorks Summit
PubMatic is a leading advertisement technology company that processes 500 billion transactions (50 terabytes of data) per day in real-time and batch processing pipeline on a 900-node cluster to power highly efficient machine learning algorithms, provide real time feedback to ad-server for optimization and provide in depth insights on customer inventory and audience.
At PubMatic, scaling with ever growing volume has always been the biggest challenge; we have been optimizing our technology stack for performance and costs. Another challenge is to support the demand for variety reports and analytics by customers and internal stakeholders. Writing custom jobs to provide analytics leads to repetitive efforts and redundancy of business logic in many different jobs.
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Framework significantly improved time to develop data processing jobs from weeks to few days, it simplified unit testing and QA automation, as well as provided simpler interfaces to the customers and internal stakeholders to generate custom reports.
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Kunal Umrigar, Sr. Director Engineering Big Data & Analytics, PubMatic
1) The document discusses trends in eCommerce in 2009, including focusing on revolutionizing the customer experience and converting more browsers to buyers through rich media.
2) It also covers the importance of social media and user-generated content, as well as reaching customers through new mobile and location-based technologies.
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Overview of data analytics and predictive analytics solutions - such as Advanced Miner platform for complex data mining, Social Network analysis, Data quality tools.
Contact us for more info http://algolytics.com/blog/
check our news at the Blog: http://algolytics.com/blog/
Story of our company - what we offer, how we changed from consulting company to product copmpany.
Overview of data analytics and predictive analytics solutions - such as Advanced Miner platform for complex data mining, Social Network analysis, Data quality tools etc.
Contact us for more info http://algolytics.com/blog/
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Learn how PowerAdvisor can help you more efficiently manage your client's assets with a single toolset for portfolio management, performance measurement, and billing.
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2. He has experience as a solution architect and project manager for Airtel India's national mobile number portability project and Airtel Africa's IT transformation project involving roaming, mediation and content partner revenue settlement systems across 17 African countries.
3. He has also worked as a business analyst on Mobistar's billing transformation project to migrate to the Comverse One billing product and
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The document discusses challenges in integrating new technologies like APIs, microservices, and cloud services with existing core systems. It emphasizes the need for consistency across the organization to integrate old and new systems effectively. Some key challenges discussed include transaction management across systems, data consistency, operations, and integrated reporting. The document also provides examples of integration patterns and technical enablers that can help with impedance matching between new and old systems.
Comarch KIID stanowi odrębny moduł platformy Comarch Asset Management, dedykowany do obsługi czynności związanych z tworzeniem oraz aktualizacją kluczowych informacji dla inwestorów i klientów (Key Investor Information Document; dalej: KIID) dla każdego funduszu UCITS.
The document describes Comarch Asset Management, a software system for financial institutions that manage assets. It targets back-office operations like processing trades and front-office functions like analyzing portfolios. The system provides portfolio management, risk management, performance measurement, fund valuation, reporting, and integrates with other financial systems. It aims to help users comply with regulations, optimize investments, and increase profits through automated processes and analytical tools.
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Overview of data analytics and predictive analytics solutions - such as Advanced Miner platform for complex data mining, Social Network analysis, Data quality tools etc.
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- They offer Siebel implementation and integration services along with business consulting, development, and BI analysis. They also provide training and have partnerships with technology vendors.
- For potential partners, Areon offers competitive rates, flexible pricing models, proven project experience, and the ability to handle any implementation challenges due to their expertise in Siebel projects.
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After this first you should: Understand the nature of mining; have an awareness of the industry’s boundaries, corporate structure and size; appreciation the complex motivations and objectives of the industries’ various participants; know how mineral reserves are defined and estimated, and how they evolve over time.
University of North Carolina at Charlotte degree offer diploma Transcripttscdzuip
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Discover the Future of Dogecoin with Our Comprehensive Guidance36 Crypto
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[4:55 p.m.] Bryan Oates
OJPs are becoming a critical resource for policy-makers and researchers who study the labour market. LMIC continues to work with Vicinity Jobs’ data on OJPs, which can be explored in our Canadian Job Trends Dashboard. Valuable insights have been gained through our analysis of OJP data, including LMIC research lead
Suzanne Spiteri’s recent report on improving the quality and accessibility of job postings to reduce employment barriers for neurodivergent people.
Decoding job postings: Improving accessibility for neurodivergent job seekers
Improving the quality and accessibility of job postings is one way to reduce employment barriers for neurodivergent people.
Economic Risk Factor Update: June 2024 [SlideShare]Commonwealth
May’s reports showed signs of continued economic growth, said Sam Millette, director, fixed income, in his latest Economic Risk Factor Update.
For more market updates, subscribe to The Independent Market Observer at https://blog.commonwealth.com/independent-market-observer.
OJP data from firms like Vicinity Jobs have emerged as a complement to traditional sources of labour demand data, such as the Job Vacancy and Wages Survey (JVWS). Ibrahim Abuallail, PhD Candidate, University of Ottawa, presented research relating to bias in OJPs and a proposed approach to effectively adjust OJP data to complement existing official data (such as from the JVWS) and improve the measurement of labour demand.
Vicinity Jobs’ data includes more than three million 2023 OJPs and thousands of skills. Most skills appear in less than 0.02% of job postings, so most postings rely on a small subset of commonly used terms, like teamwork.
Laura Adkins-Hackett, Economist, LMIC, and Sukriti Trehan, Data Scientist, LMIC, presented their research exploring trends in the skills listed in OJPs to develop a deeper understanding of in-demand skills. This research project uses pointwise mutual information and other methods to extract more information about common skills from the relationships between skills, occupations and regions.
4. Comarch Client Reporting & Communication
Challenges
• Rising above the competition and winning business through superior
client service and communication
• Building long-term relations with top class investment advisory services
and customized reporting
• Providing clients with reliable and up-to-date information about
performance and risk
• Ability to conduct an educated discussion with the clients
• Shifting efforts from operations to sales and customer services
• Support for legal requirements regarding investment
process support (MiFID, UCITS IV)
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7. Comarch Client Reporting & Communication
• Support for new communication channels
• Professional tools for advisory & sales
activities
• Mass report generation and distribution
• Fund level and Client level reporting
• Performance, Attribution and Risk analyses
• Unified data source for all beneficiaries
• High service efficiency, security and
availability (Comarch Data Center)
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11. Comarch Client Reporting & Communication
Mobile Application & Customized Web Portal
• New communications channels for advisors (dedicated
offers, market comments & news, investment products
& benchmarking)
• Support for mobile devices (iPhone, iPad)
• Customized report designing
• Reports library maintenance (current and historical)
• Client reports & custom portal setup
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12. Comarch Client Reporting & Communication
Reporting
• Mass report generation and distribution
• Template design and management (multicurrency & multilanguage)
• Report output (PDF, XLS, RTF)
• Delivery method customization (email, Web portal, mobile devices)
• Reporting process management
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13. Comarch Client Reporting & Communication
Performance and Risk Measurement
Calculation engine and dedicated tool for analysts
/risk managers (ad-hoc and scheduled analyses):
• Top holdings
• Historical portfolio value
• Client portfolio return vs benchmark
• Country or sector allocation vs benchmark
• Differential return
• Up / Down market ratios
• Style distribution
• Fund position and return
• Best contributors / Biggest detractors
• Fund liquidation
• Attribution analysis (sector & country)
• Excess return
• Performance & risk analysis
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14. Comarch Client Reporting & Communication
Data Management & Integration
• Data integration and unified source for all beneficiaries (ETL process)
• Data mining and drill-down functionality
• Data Warehouse based on generic data model
• Compliance & data security
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15. Comarch Client Reporting &Communication
Investment Communication
Technology & Security
• Three Tier architecture – fully web based & integrated
• Comarch Data Center (CDC)
– Hardware: IBM Blade servers with Central Storage
– SLA: System availability at 99.99% (annually)
• Security
– Physical: internal procedures (CDC), OWASP principles (Open Web Application
Security Project)
– Software: electronic signature, certificate authority, cryptographic keys and
certificates carrier
– Database: segregation of duty, need-to-know, least privileages
• SAS 70 Audit (Type I and Type II)
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17. Comarch Client Reporting & Communication
SKAGEN Funds – case study
SKAGEN Funds is a leading Norwegian funds management company with
more than 15 billion EUR AuM. It is present in 8 European countries.
Main goals:
• To deliver user friendly, efficient and reliable tools for creating retail and institutional client reporting that
meets today’s demands and future needs.
• To gain a competitive advantage by delivering reliable information, about Skagen’s performance, to
institutional and retail clients
• The easy creation of all kinds of reports directed towards Skagen’s clients; concerning clients, securities
and fund performance in the client context
• To integrate necessary data and automate the reporting process
• To significantly decrease the risk of human mistakes by decreasing the amount of manually created
reports and implementing quality assurance procedures
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18. Comarch Client Reporting & Communication
SKAGEN Funds – a change for the better
Item Past Present Change
No. of generated reports 5 000 200 000 ↑
Percentage of clients receiving reports 5-10% (irregulary) 100 % (on monthly basis) ↑
Duration of report generation About 10 days (selected clients) Max 5 days (all clients) ↓
Report preparation and delivery Manual (MS Excel, mail) Fully automated ↑
Data accuracy for analyses Monthly holdings Transaction level ↑
Customer service Standard (one template) Individual approach ↑
Analyses & Report currencies 1 7 ↑
Languages (customization of client
communication)
2 6 ↑
Report sections 10 20-30 ↑
Employment # # -
Client Satisfaction ↑
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19. Comarch Client Reporting & Communication
SKAGEN Funds – business case
• Web portal for Retail & Institutional Clients
• Performance & Risk tool to calculate sections to be
used on reports and for internal use by Skagen
Analysts
• Business Intelligence solution used for report
generation
• Data warehouse collecting information from all
sources used by Skagen (own and external) to
provide a unique data source for all components
• Hosting of the platform in Comarch Data Center
• Long-term maintenance
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23. Comarch Client Reporting & Communication
Our strengths
• Complex offer for different kinds of investment management business:
– Generic data models
– Excellent report layouts
– Highly configurable performance & risk module
• High solution scalability suitable for every business size
• Service efficiency, security and availability:
– Comarch Data Centers in various EU locations
– Unique experience in modern
technologies and IT security
• Flexible implementation and deployment
approach (in-house, SaaS)
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24. Comarch Client Reporting & Communication
The main advantages of CRC platform
• Increasing sales opportunities via a customized client service
• Among others, focuses on improving awareness and education of
the end client
• Client communication using modern web and mobile technologies
• Professional Client portal – direct access to fund performance,
commentaries, offers, reports etc.
• Generation of top class reports for clients (retail & institutional)
• Possibility to design own report/template
• Interactive platform for internal use with unified
data source and analytical tools
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