Building a market and competitive intelligence platform presents unique challenges:
1. Sourcing information from thousands of websites continuously in a way that software can integrate while accounting for the dynamic nature of websites.
2. Removing irrelevant information requires fine-tuning what is relevant to one's business from the vast amount of web data.
3. Removing duplicate information requires sophisticated techniques to compare new data to existing data while accounting for ways websites make information appear unique.
4. Identifying companies and people mentioned requires understanding context and named entity recognition, which is challenging for common words and company names.
5. The platform must analyze aggregated information by accurately specifying industries and topics while accounting for complexity and lack of clear divisions between them.
Behind the Scenes of a Market and Competitive Intelligence PlatformContify
Market and Competitive Intelligence platform is a reliable solution for providing actionable insights to organizations; hence, building such a platform comes with a lot of challenges.
Read more to find out the challenges faced while building a Market and competitive intelligence platform: https://www.contify.com/blog/behind-the-scenes-of-a-market-and-competitive-intelligence-platform/?utm_source=Slideshare&utm_medium=social&utm_campaign=traffic_2020
Artificial intelligence (AI) is everywhere, promising self-driving cars, medical breakthroughs, and new ways of working. But how do you separate hype from reality? How can your company apply AI to solve real business problems?
Here’s what AI learnings your business should keep in mind for 2017.
VMblog - 2018 Artificial Intelligence and Machine Learning Predictions from 3...vmblog
Find out what's going on in the world of #artificialintelligence and #machinelearning in 2018. Read #predictions more than 30 of the industry's leading experts to learn more about #AI Hear from industry thought leaders from companies like Chaos Sumo, Couchbase, Druva, Equinix, Hitachi Vantara, Ixia, Pivot3, SAP, SIOS Technologies, SolarWinds, Splunk, Vonage and more. Make sure to also read the more than 280+ other expert predictions from technologies across #virtualization, #cloudcomputing, #hyperconverged, #IoT, #security, etc. here: http://bit.ly/2DQi2OT at VMblog.com.
The professionals at Booz Allen Hamilton, a leading strategy and technology consulting firm, understand Cloud Computing. This model has emerged as a new computing paradigm that arrays massive numbers of computers in centralized, distributed data centers to deliver web-based
applications, application platforms, and services via a utility model.
Behind the Scenes of a Market and Competitive Intelligence PlatformContify
Market and Competitive Intelligence platform is a reliable solution for providing actionable insights to organizations; hence, building such a platform comes with a lot of challenges.
Read more to find out the challenges faced while building a Market and competitive intelligence platform: https://www.contify.com/blog/behind-the-scenes-of-a-market-and-competitive-intelligence-platform/?utm_source=Slideshare&utm_medium=social&utm_campaign=traffic_2020
Artificial intelligence (AI) is everywhere, promising self-driving cars, medical breakthroughs, and new ways of working. But how do you separate hype from reality? How can your company apply AI to solve real business problems?
Here’s what AI learnings your business should keep in mind for 2017.
VMblog - 2018 Artificial Intelligence and Machine Learning Predictions from 3...vmblog
Find out what's going on in the world of #artificialintelligence and #machinelearning in 2018. Read #predictions more than 30 of the industry's leading experts to learn more about #AI Hear from industry thought leaders from companies like Chaos Sumo, Couchbase, Druva, Equinix, Hitachi Vantara, Ixia, Pivot3, SAP, SIOS Technologies, SolarWinds, Splunk, Vonage and more. Make sure to also read the more than 280+ other expert predictions from technologies across #virtualization, #cloudcomputing, #hyperconverged, #IoT, #security, etc. here: http://bit.ly/2DQi2OT at VMblog.com.
The professionals at Booz Allen Hamilton, a leading strategy and technology consulting firm, understand Cloud Computing. This model has emerged as a new computing paradigm that arrays massive numbers of computers in centralized, distributed data centers to deliver web-based
applications, application platforms, and services via a utility model.
The Silicon Review's 5 Best Security & Digital Marketing CompaniesPavan Kumar
The Silicon Review “5 Best Digital Marketing Companies to Watch, and 5 Best Security Companies to Watch 2019”. These companies are not only the lead players in the market, but are helping other companies to engage their customers. The companies that are enlisted are armed with right marketing tools, know the art of executing an idea, known for their simplest yet reliable cybersecurity solutions and pro-active ability, customer centric approach and strategies to overcome market uncertainties.
Today’s workers are more connected than ever—using multiple devices and applications to access and manage the constant stream of information that comes from living in an always-on world. But is hyper-connectedness helping employees be more productive or simply leaving them overwhelmed?
Research from Cornerstone OnDemand, conducted in collaboration with leading global insights firm Kelton, breaks down employees’ attitudes regarding technology in the workplace and their perspectives on whether company-provided applications are supporting how employees want to get their jobs done. The survey captures generation and industry-specific expectations across the board, with added insights on employees’ thoughts regarding collaboration and their willingness to use wearable technology in the workplace.
The survey reveals that the always-moving, always-on workplace is overwhelming employees — especially Millennials, the youngest of our workforce. Today’s workers are desperate to simplify the chaos, and employers can use these insights to facilitate the new world of work and close the gap between the types of technology organizations provide and what employees truly want in order to stay productive and perform at their very best.
in only 3-5 working days your organization progresses from having no marketing automation, to having Eloqua setup, campaigns ready to go, your CRM integrated, and either lead scoring or lead nurturing in place. In only 3-5 days you can report to management that you’re receiving an ROI on Eloqua! THIS is what is accomplished by an Eloqua SmartStart program implemented by 4Thought Marketing.
Simpler, Clearer, Faster Government ServicesThoughtworks
Paul Shetler is the CEO of the Digital Transformation Office within the Australian Government, and was previously an executive at the UK's highly regarded Government Digital Service.
At ThoughtWorks Live Australia 2016, he shared how he is leading the transformation to simpler, clearer, and faster government services using a user-centred design approach.
Webinar Deck - Successful Strategies for Internal CollaborationCentral Desktop
Most people think only large, enterprise companies need to collaborate internally but SMBs can have some of the same collaboration issues, just on a smaller scale. This webinar will cover best practices for supporting remote teams and how to pick the right tools to support profitable collaboration.
5 Big Data Visualization Maps that Will Make Your HEAD EXPLODEBI Brainz
From BI Brainz Analytics on Fire
Original Blog Post: http://bit.ly/1Dab2JG
Written by Ryan Goodman - @rmgoodm
Posted on Analytics on Fire - @analyticsonfire
Not all data visualizations can be simplified to a speedometer or bar chart. Big data visualizations require more sophisticated visualization tools and more brainpower. Here are some big data visualizations examples that will blow your mind!
15 jobs in demand in 2021 2022.
If you are a job seeker and looking for the skills employers are looking for, you need to check out these skills that can help you to get the job in 2021-2022
Apple Vs. Facebook – Who Will Win The Data Privacy War?Bernard Marr
Apple and Facebook are taking very different approaches towards user privacy and transparency. In this article, we discuss these and explore which approach will more likely to win in the long run.
As technology grows and evolves at an ever-increasing pace, sometimes just keeping up with what’s happening right now is a challenge. To make sure you’re ahead of the curve, Experts Exchange has done the research and examined the trends of users in order to provide a forecast of what to expect in 2015.
Based on findings from our annual survey of nearly 2,000 global technology professionals, the slideshare reveals data about increased usage in cloud computing, wearable tech, and localized apps. These findings will shed light on how this behavior is poised to transform business, culture and daily life in the coming months.
For more information and up-to-date stats, visit our blog at http://blog.experts-exchange.com
10 Reasons To Use Psychometric Testing - Big 5 Assessmentspaulmnewman
In this presentation, we look at 10 different reasons as to why Hiring Managers, Recruiters and HR professionals might like to use Psychometric Testing within their recruitment process.
The Silicon Review's 5 Best Security & Digital Marketing CompaniesPavan Kumar
The Silicon Review “5 Best Digital Marketing Companies to Watch, and 5 Best Security Companies to Watch 2019”. These companies are not only the lead players in the market, but are helping other companies to engage their customers. The companies that are enlisted are armed with right marketing tools, know the art of executing an idea, known for their simplest yet reliable cybersecurity solutions and pro-active ability, customer centric approach and strategies to overcome market uncertainties.
Today’s workers are more connected than ever—using multiple devices and applications to access and manage the constant stream of information that comes from living in an always-on world. But is hyper-connectedness helping employees be more productive or simply leaving them overwhelmed?
Research from Cornerstone OnDemand, conducted in collaboration with leading global insights firm Kelton, breaks down employees’ attitudes regarding technology in the workplace and their perspectives on whether company-provided applications are supporting how employees want to get their jobs done. The survey captures generation and industry-specific expectations across the board, with added insights on employees’ thoughts regarding collaboration and their willingness to use wearable technology in the workplace.
The survey reveals that the always-moving, always-on workplace is overwhelming employees — especially Millennials, the youngest of our workforce. Today’s workers are desperate to simplify the chaos, and employers can use these insights to facilitate the new world of work and close the gap between the types of technology organizations provide and what employees truly want in order to stay productive and perform at their very best.
in only 3-5 working days your organization progresses from having no marketing automation, to having Eloqua setup, campaigns ready to go, your CRM integrated, and either lead scoring or lead nurturing in place. In only 3-5 days you can report to management that you’re receiving an ROI on Eloqua! THIS is what is accomplished by an Eloqua SmartStart program implemented by 4Thought Marketing.
Simpler, Clearer, Faster Government ServicesThoughtworks
Paul Shetler is the CEO of the Digital Transformation Office within the Australian Government, and was previously an executive at the UK's highly regarded Government Digital Service.
At ThoughtWorks Live Australia 2016, he shared how he is leading the transformation to simpler, clearer, and faster government services using a user-centred design approach.
Webinar Deck - Successful Strategies for Internal CollaborationCentral Desktop
Most people think only large, enterprise companies need to collaborate internally but SMBs can have some of the same collaboration issues, just on a smaller scale. This webinar will cover best practices for supporting remote teams and how to pick the right tools to support profitable collaboration.
5 Big Data Visualization Maps that Will Make Your HEAD EXPLODEBI Brainz
From BI Brainz Analytics on Fire
Original Blog Post: http://bit.ly/1Dab2JG
Written by Ryan Goodman - @rmgoodm
Posted on Analytics on Fire - @analyticsonfire
Not all data visualizations can be simplified to a speedometer or bar chart. Big data visualizations require more sophisticated visualization tools and more brainpower. Here are some big data visualizations examples that will blow your mind!
15 jobs in demand in 2021 2022.
If you are a job seeker and looking for the skills employers are looking for, you need to check out these skills that can help you to get the job in 2021-2022
Apple Vs. Facebook – Who Will Win The Data Privacy War?Bernard Marr
Apple and Facebook are taking very different approaches towards user privacy and transparency. In this article, we discuss these and explore which approach will more likely to win in the long run.
As technology grows and evolves at an ever-increasing pace, sometimes just keeping up with what’s happening right now is a challenge. To make sure you’re ahead of the curve, Experts Exchange has done the research and examined the trends of users in order to provide a forecast of what to expect in 2015.
Based on findings from our annual survey of nearly 2,000 global technology professionals, the slideshare reveals data about increased usage in cloud computing, wearable tech, and localized apps. These findings will shed light on how this behavior is poised to transform business, culture and daily life in the coming months.
For more information and up-to-date stats, visit our blog at http://blog.experts-exchange.com
10 Reasons To Use Psychometric Testing - Big 5 Assessmentspaulmnewman
In this presentation, we look at 10 different reasons as to why Hiring Managers, Recruiters and HR professionals might like to use Psychometric Testing within their recruitment process.
Data is that the fuel that launches firms earlier than the pack—often so much ahead. people who will collect, analyze, associated quickly build use of knowledge can have an ever-increasing competitive advantage. That’s the promise of huge knowledge.
5 ways to enhance your business using ai venkat k - mediumusmsystem
Artificial intelligence (AI) is fast becoming a competitive tool in business. Companies have been discussing the pros and cons of AI in the past. From enhanced chatbots to customer service to data analytics to recommendations, deep learning and artificial intelligence are seen as an important tool for business leaders in their many forms.
5 ways to enhance your business using ai venkat k - mediumusmsystem
“Artificial intelligence (AI)” is fast becoming a competitive tool in business. Companies have been discussing the pros and cons of AI in the past. From enhanced chatbots to customer service to data analytics to recommendations, deep learning and artificial intelligence are seen as an important tool for business leaders in their many forms.
Artificial intel impacts on organizational performanceFarooq Omar
This article is a must-read who wants to keep themselves abreast of new technologies, like AI in business processes, A must-read for senior C- level executives
The article illustrates the key vital elements of artificial Intelligence impacts and effects on the corporate domain in perspective. It contemplates the issues and problems and also suggestive solutions in brief..
It serves as a guideline to the corporate mangers to get the insights into the latest research findings
Artificial Intelligence in Real Estate - 3 Ways AI can Drive SavingsDaniel Faggella
This presentation covers:
1 - The state of AI in business and real estate
2 - Current machine learning applications in real estate
3 - Tips for real estate executives to avoid AI hype and pay attention to the use-cases that may actually have value for their firms
This presentation was originally given to a group of real estate executives at a Grupo4s "Future of Real Estate" event in San Francisco, in March of 2018.
7 Rules for Surviving the AI Hype MachineAllen Bonde
AI is super-exciting. Especially the field of machine learning (and sub-field of "deep learning" - an area I've studied for over 25 years). AI and ML offer to revolutionize the way we monitor, and model, and generate answers from all the big and small data that is swirling around of us. But it’s not going to happen overnight. Especially since many organizations still struggle with the best ways to select, apply and monetize AI for practical, everyday use. This presentation aims to cut through the hype and lays out 7 rules for AI project sponsors, managers and practitioners alike - each supported by examples and resources to learn more, as well as key influencers and vendors worth checking out.
Ghostery Enterprise - Defining The Marketing CloudGhostery, Inc.
You no longer have a website, you have a marketing cloud.
In 2004 you had a website. In 2014, you have a marketing cloud. You interact with your customers across various channels and device types, and rely on hundreds of vendor partners to do so. If you are like most enterprises, your marketing cloud is sub-optimally controlled. A poorly controlled cloud can cause you to send customers to competitors, dilute your customer data value, open security breaches, and slow down your site. Good cloud management ensures that you keep and grow your customer base, secure data, and improve site performance.
In this research series, we will be defining the marketing cloud and providing benchmark data and best practices for marketing cloud management. This is part one of the three part series.
Defining the Marketing Cloud
Benchmarking Your Marketing Cloud
Marketing Cloud Management: Best Practices
BIG DATA is having an enormous impact on the profile of workforces around the world. If you've ever seen the technology and experienced the impact it has on the pace of innovation in a business then the predictations made by McKinsey Global Institute will come as no surprise ( and just in case you've been on holiday for around two years, McKinsey is suggesting that by 2018 the US will face a shortfall of close to 200,000 analysts and 1.5 million managers with the right skills. In this presentation I outline the impact of BIG DATA on workforce design. I hope you find it informative and fun to read. Ian.
Every year around this time a group of us at Tableau try to slow down and take a look around. We take some time to talk about what’s happening in the market—what’s new, what’s surprising, what’s meaningful. And what a time to be in the world of data and analytics! Smart new platforms are launched seemingly every month. Organizations are starting to see the benefits of broadly empowering people with data. People are using data in ways that were science fiction just a couple of years ago.
It’s always a great discussion. It’s this discussion that drives our Top 10 Trends in Business Intelligence for 2015.
Using Scenario Planning to Build Competitive Tracking SystemsContify
In these slides, Mohit Bhakuni, CEO – Contify, Erik Glitman, CEO – Fletcher/CSI, and Meena Almaula, Consultant - Tata Business Group will discuss how to develop scenarios based on current trends across Society, Technology, Economics, Environment, and Politics (STEEP).
Discussion topics
- How to develop scenarios?
- Scenario Planning as a tool to predict future business environments.
- Importance of tracking early warning indicators.
- How to trigger strategic action in response to events?
- Case Study: How to deploy a market intelligence system
using scenario-based forecasting models.
Industry Knowledge and AI: The Secret to a Successful Market and Competitive ...Contify
M&CI platforms built using Artificial Intelligence can assist in analyzing patterns and pulling out key insights for your business, granting you competitive advantage. In these slides, Mohit Bhakuni, CEO – Contify, and Rigvi Chevala, CTO – Evalueserve discuss how companies can gain greater awareness of a firm’s competitors and business landscape using AI-enabled market and competitive intelligence platform.
Watch On-demand webinar here: https://www.contify.com/resources/webinars/the-secret-to-a-successful-competitive-intelligence-program/
Supercharge intelligence usage in your organization by personalizing competit...Contify
A piece of information can be actionable or not depending on the receiver of that information. Organization-wide intelligence, that is a one-size fit all, is usually just information, not intelligence.
Here, we’ll discuss the best practices for personalizing competitive intelligence for different teams and individuals using an AI-enabled market intelligence platform. Using case studies, we’ll discuss the mapping of taxonomies with individual use-cases, personalizing intelligence outputs, incorporating feedback, user analytics, and more.
Key Takeaways:
1. More than 50% of competitive intelligence professionals are unable to leverage the updates shared with them.
2. In the absence of a personalized market intelligence system, whether this information is actionable or not, is left to chance.
The Art and Science of Taxonomy Development for Market and Competitive Intell...Contify
Taxonomy has the onus of making market and competitive intelligence precise. In the context of market and competitive Intelligence, Taxonomy is trusted as the principle that
systematically organizes information using predefined terms.
Learn more about taxonomies here: https://www.contify.com/blog/the-art-and-science-of-taxonomy-development-for-market-and-competitive-intelligence/?utm_source=Slideshare&utm_medium=social&utm_campaign=traffic_2020
The Art and Science of Taxonomy Development for Market and Competitive Intell...Contify
Taxonomy has the onus of making market and competitive intelligence precise. In the context of market and competitive Intelligence, Taxonomy is trusted as the principle that
systematically organizes information using predefined terms.
Learn more about taxonomies here: https://www.contify.com/blog/the-art-and-science-of-taxonomy-development-for-market-and-competitive-intelligence/?utm_source=Slideshare&utm_medium=social&utm_campaign=traffic_2020
Market and Competitive Intelligence Solution- Redefining CI/MI ParadigmsContify
Learn how technology-driven competitive advantage is leading businesses to growth: https://www.contify.com/blog/market-and-competitive-intelligence-solution-redefining-paradigms/
Optimizing Competitive Intelligence Through Integrated Primary and Secondary ...Contify
Discussion Topics
● Empowering your C-suite, sales, marketing, and product teams with actionable insights by integrating primary & secondary research.
● Best practices to collect, filter, and integrate multiple information sources and how to leverage each source to specific scenarios.
● How a large MNC has integrated primary & secondary research to stay ahead of competitors and augment business impact.
The new normal requires new tools to navigate and gain a competitive advantage. This requires that organizations make decisions that are informed by secondary data, and targeted primary research. Here we have discussed the symbiotic role of secondary research and targeted primary research to produce the level of granular insights needed to thrive in the new normal.
This will provide guidance to help business professionals unlock growth through an asymmetric ‘Primary + Secondary’ intelligence advantage. In the process, you will learn more about the emerging role of technology in organically unifying primary and secondary research to support better business decisions based upon robust actionable insights.
Market and competitive intelligence solution poised to redefine ci mi paradigmsContify
Learn ‘ABCT’ of Competitive intelligence to mitigate the challenges of 2020 and gain competitive advantage.
To gain actionable insights for strategic decision making, take a 7-day free trial of our AI-enabled market intelligence platform by visiting us at https://www.contify.com/
The all-in-one solution for clean company data feedsContify
Contify aggregates, deduplicates, tags and packages company information into a clean newsfeed ready to be consumed on-demand through our APIs and Webhook.
Use Cases:
1)Integrate Intelligence
2)Build a new Feature/Software
3)Use Raw Data
Learn how the Market and Competitive Intelligence tools can benefit you.
Know more about the key features of Contify - AI-Enabled Market Intelligence Platform to Track Your Competitors, Customers, and Industry Trends
Cyaniclab : Software Development Agency Portfolio.pdfCyanic lab
CyanicLab, an offshore custom software development company based in Sweden,India, Finland, is your go-to partner for startup development and innovative web design solutions. Our expert team specializes in crafting cutting-edge software tailored to meet the unique needs of startups and established enterprises alike. From conceptualization to execution, we offer comprehensive services including web and mobile app development, UI/UX design, and ongoing software maintenance. Ready to elevate your business? Contact CyanicLab today and let us propel your vision to success with our top-notch IT solutions.
We describe the deployment and use of Globus Compute for remote computation. This content is aimed at researchers who wish to compute on remote resources using a unified programming interface, as well as system administrators who will deploy and operate Globus Compute services on their research computing infrastructure.
Software Engineering, Software Consulting, Tech Lead.
Spring Boot, Spring Cloud, Spring Core, Spring JDBC, Spring Security,
Spring Transaction, Spring MVC,
Log4j, REST/SOAP WEB-SERVICES.
In software engineering, the right architecture is essential for robust, scalable platforms. Wix has undergone a pivotal shift from event sourcing to a CRUD-based model for its microservices. This talk will chart the course of this pivotal journey.
Event sourcing, which records state changes as immutable events, provided robust auditing and "time travel" debugging for Wix Stores' microservices. Despite its benefits, the complexity it introduced in state management slowed development. Wix responded by adopting a simpler, unified CRUD model. This talk will explore the challenges of event sourcing and the advantages of Wix's new "CRUD on steroids" approach, which streamlines API integration and domain event management while preserving data integrity and system resilience.
Participants will gain valuable insights into Wix's strategies for ensuring atomicity in database updates and event production, as well as caching, materialization, and performance optimization techniques within a distributed system.
Join us to discover how Wix has mastered the art of balancing simplicity and extensibility, and learn how the re-adoption of the modest CRUD has turbocharged their development velocity, resilience, and scalability in a high-growth environment.
Enhancing Project Management Efficiency_ Leveraging AI Tools like ChatGPT.pdfJay Das
With the advent of artificial intelligence or AI tools, project management processes are undergoing a transformative shift. By using tools like ChatGPT, and Bard organizations can empower their leaders and managers to plan, execute, and monitor projects more effectively.
How Recreation Management Software Can Streamline Your Operations.pptxwottaspaceseo
Recreation management software streamlines operations by automating key tasks such as scheduling, registration, and payment processing, reducing manual workload and errors. It provides centralized management of facilities, classes, and events, ensuring efficient resource allocation and facility usage. The software offers user-friendly online portals for easy access to bookings and program information, enhancing customer experience. Real-time reporting and data analytics deliver insights into attendance and preferences, aiding in strategic decision-making. Additionally, effective communication tools keep participants and staff informed with timely updates. Overall, recreation management software enhances efficiency, improves service delivery, and boosts customer satisfaction.
Field Employee Tracking System| MiTrack App| Best Employee Tracking Solution|...informapgpstrackings
Keep tabs on your field staff effortlessly with Informap Technology Centre LLC. Real-time tracking, task assignment, and smart features for efficient management. Request a live demo today!
For more details, visit us : https://informapuae.com/field-staff-tracking/
Listen to the keynote address and hear about the latest developments from Rachana Ananthakrishnan and Ian Foster who review the updates to the Globus Platform and Service, and the relevance of Globus to the scientific community as an automation platform to accelerate scientific discovery.
Quarkus Hidden and Forbidden ExtensionsMax Andersen
Quarkus has a vast extension ecosystem and is known for its subsonic and subatomic feature set. Some of these features are not as well known, and some extensions are less talked about, but that does not make them less interesting - quite the opposite.
Come join this talk to see some tips and tricks for using Quarkus and some of the lesser known features, extensions and development techniques.
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...Juraj Vysvader
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I didn't get rich from it but it did have 63K downloads (powered possible tens of thousands of websites).
Globus Compute wth IRI Workflows - GlobusWorld 2024Globus
As part of the DOE Integrated Research Infrastructure (IRI) program, NERSC at Lawrence Berkeley National Lab and ALCF at Argonne National Lab are working closely with General Atomics on accelerating the computing requirements of the DIII-D experiment. As part of the work the team is investigating ways to speedup the time to solution for many different parts of the DIII-D workflow including how they run jobs on HPC systems. One of these routes is looking at Globus Compute as a way to replace the current method for managing tasks and we describe a brief proof of concept showing how Globus Compute could help to schedule jobs and be a tool to connect compute at different facilities.
Unleash Unlimited Potential with One-Time Purchase
BoxLang is more than just a language; it's a community. By choosing a Visionary License, you're not just investing in your success, you're actively contributing to the ongoing development and support of BoxLang.
Enhancing Research Orchestration Capabilities at ORNL.pdfGlobus
Cross-facility research orchestration comes with ever-changing constraints regarding the availability and suitability of various compute and data resources. In short, a flexible data and processing fabric is needed to enable the dynamic redirection of data and compute tasks throughout the lifecycle of an experiment. In this talk, we illustrate how we easily leveraged Globus services to instrument the ACE research testbed at the Oak Ridge Leadership Computing Facility with flexible data and task orchestration capabilities.
AI Pilot Review: The World’s First Virtual Assistant Marketing SuiteGoogle
AI Pilot Review: The World’s First Virtual Assistant Marketing Suite
👉👉 Click Here To Get More Info 👇👇
https://sumonreview.com/ai-pilot-review/
AI Pilot Review: Key Features
✅Deploy AI expert bots in Any Niche With Just A Click
✅With one keyword, generate complete funnels, websites, landing pages, and more.
✅More than 85 AI features are included in the AI pilot.
✅No setup or configuration; use your voice (like Siri) to do whatever you want.
✅You Can Use AI Pilot To Create your version of AI Pilot And Charge People For It…
✅ZERO Manual Work With AI Pilot. Never write, Design, Or Code Again.
✅ZERO Limits On Features Or Usages
✅Use Our AI-powered Traffic To Get Hundreds Of Customers
✅No Complicated Setup: Get Up And Running In 2 Minutes
✅99.99% Up-Time Guaranteed
✅30 Days Money-Back Guarantee
✅ZERO Upfront Cost
See My Other Reviews Article:
(1) TubeTrivia AI Review: https://sumonreview.com/tubetrivia-ai-review
(2) SocioWave Review: https://sumonreview.com/sociowave-review
(3) AI Partner & Profit Review: https://sumonreview.com/ai-partner-profit-review
(4) AI Ebook Suite Review: https://sumonreview.com/ai-ebook-suite-review
Top Features to Include in Your Winzo Clone App for Business Growth (4).pptxrickgrimesss22
Discover the essential features to incorporate in your Winzo clone app to boost business growth, enhance user engagement, and drive revenue. Learn how to create a compelling gaming experience that stands out in the competitive market.
Gamify Your Mind; The Secret Sauce to Delivering Success, Continuously Improv...Shahin Sheidaei
Games are powerful teaching tools, fostering hands-on engagement and fun. But they require careful consideration to succeed. Join me to explore factors in running and selecting games, ensuring they serve as effective teaching tools. Learn to maintain focus on learning objectives while playing, and how to measure the ROI of gaming in education. Discover strategies for pitching gaming to leadership. This session offers insights, tips, and examples for coaches, team leads, and enterprise leaders seeking to teach from simple to complex concepts.
Gamify Your Mind; The Secret Sauce to Delivering Success, Continuously Improv...
Behind the Scenes of a Market and Competitive Intelligence Platform
1. Behind the Scenes of a
Market and Competitive
Intelligence Platform
Key Challenges
2. Table of Contents
→ Introduction
→ Challenges faced while building a Market & Competitive
Intelligence platform
→ Sourcing of information
→ Removing irrelevant information
→ Removing duplicate or similar information
→ Identifying companies and persons
→ Confusions about companies and the mentions
→ Specifying Industry and topics of the article
→ Perspective of the social media
→ Conclusions and takeaways
4. Introduction
It took us a long time to build a market and
competitive intelligence platform
→ The platform is devised to continuously monitor thousands of websites for new information on
competitors, customers, industries and other signals such as sales opportunities.
→ All this which fits in a single line is a work of constant monitoring, testing and implementation
conducted over a decade.
→ In today’s time, everyone knows the importance of such competitive intelligence platform and
some CTOs are even confident that such a platform can be build over a month with five
engineers.
→ But the pointers ahead in this deck will prove that while it might be easy to start this project but
it is painfully difficult to finish it.
5. Key challenges faced while
building a MI platform
—Sourcing of information
—Removing irrelevant information
—Removing duplicate
—Identifying companies and persons
—Confusions about the mentions
—Specifying Industry and topics
—Perspective of the social media
6. Taking up the task of
building a market and
competitive intelligence
platform comes with unique
challenges
Sourcing of information
Integrating thousand websites with new information that is continuously
monitored.
Removing irrelevant information
Removing information that is not relevant to one’s business which is most web
data.
Removing duplicate information
Comparing the new information with everything else in our database.
Identifying companies and persons
Building the capability for technology to identify relevant companies and people.
Confusions about companies and the mentions
Managing the complexity of the problem of aboutness in the information collected.
Specifying Industry and topics of the article
Analyzing the aggregated information from different industries and topics
Perspective of the social media
Integrating different platforms and detecting the accuracy of information there.
7. Sourcing of
information
1
→ Most of the websites post information for humans to
read, not for a software to integrate
→ Interpreting information correctly from a website
→ Integration with unique websites
→ No universal standards for website development
→ Analyst spends time in analyzing each insight.
→ Scrapping of the ‘intelligent web pages’ is not easy
because they are responsive, dynamic and
personalized. These use cookies, JavaScript, AJAX calls
for generating a unique web page for user.
→ Dynamic name of the webpages that issues no warning
before changing the whole scenario.
8. Removing irrelevancy2
→ Defining principles for data relevance is difficult for the
dynamic and unique nature of information on web.
→ Contify fine-tunes this with learnings from the data that
comes at a very high technical and operational cost.
→ Removing the non-business information right at the
source such as crime, politics, entertainment, sports
→ E.g. we can remove the stories with the word “kill” in the
title with the possibility that they are crime related, but
we cannot ignore stories like “Google aims to kill
passwords”.
→ Remove the information related to business but not
relevant for business.
→ E.g.- information about our industry but from a different
geography, or information about our competitor but for a
different segment where we don’t compete.
9. Removing duplicates3
→ Comparing the new information with our database. But
websites do not duplicate in a manner that triggers
copyright or google algorithms to appear unique in
search optimizations.
→ Leveraging machine learning standard programs group
similar articles as they use efficient clustering
algorithms with reasonable accuracy. But the next
challenge is they incorrectly group different articles or
fail to group similar ones being a machine.
→ Google spent so much time to define such algorithms.
We struggled in figuring out cracks of such techniques.
→ Identifying the real article that is being duplicated and
not the other way round. We continued on our journey
of ‘Now what?’
10. Identifying companies4
→ In text analytics this is called Named Entity
Recognition.
→ Looking for words that have the first letter in uppercase
like ICICI.We can achieve this with some elementary
text processing. Now, if the following word also starts
with a capital letter then it is a part of the same name,
e.g. ICICI Bank.This could be true for the third word
also, ICICI Bank Ltd. So there are different patterns for
different identifications.
→ Company names which are common words, such as
Apple, Amazon, Gap are difficult to be recognized as
company names by the algorithms. For this, we need to
again look for other signals in the article.
→ Common English words cause a lot of confusions in
ordinary articles
11. Specifying Industry5
→ The industries are not set up in clear web of divisions.
→ Market Intelligence platform need to analyze the
aggregated information by industries & topics like
partnerships, business expansion, new offerings.
→ No rules to fine-tune the classification algorithms to
recognize words commonly used to describe an industry
→ Reaching accuracy is very difficult but in order to be a
sustainably reliable competitive intelligence platform,
there are not many shots to just try things
→ Example- a story reveals which company has acquired
what company and investment of which bank is
involved, it can easily be interchanged and turned out as
a banking acquisition.
12. Companies & mentions6
→ How to know whether the story is about the company or
just mentions the company? This is the problem of the
aboutness of the information.
→ Example- a story that say- “Amazon, Microsoft, Google,
and Oracle are also offering cloud computing solutions”.
Clearly, it mentions Microsoft. We don’t want our
“intelligence” users to get this in their updates for
Microsoft.
→ To address it we gave relevance scores to all the
companies in each article.
→ It is dependent on a lot of factors and knowledge base.
For example, for products and services signal, we need
a knowledge base of all the products and services of the
company.
13. Social media7
→ Social media is a web of information with very less
quality information that needs extraction.
→ Extracting a few relevant pieces of information from
tons of mindless shares, tweets, and retweets is like
finding a needle in a haystack without a magnet.
→ Our intelligence engine rejects more than 95% of social
updates from companies.
→ Increasing complexities on social media with the new
hacks of marketing. Companies have different accounts
not only for different regions but for different
departments too.
→ It is not easy to reach the right place, right article,
authentic profile of the companies in the junk of data on
social media platforms.
15. → Data is a goldmine on web but to extract the gold out of the
trash is a task that not everyone is capable of.
→ Example- Apple’s business strategy section of the annual
report had just two additional words in 2002 that were not
there in 2001.These were “cellular phones.”Yet, many were
surprised when Apple, a computer company, launched
iPhone five years later.
→ Competitive Market Intelligence is not an easy reach for any
team of developers but it is optimized keeping in mind
efficiencies of the organization and need to support better
internal decision making
Put this kind of effort in building a market
intelligence platform only if that is the
core of your business. If not, then building
one would not be wise — even if you have
a great technology team.
Key takeaways
16. ContifyStart a conversation
Thank you
Choose the industry-best
Competitive Intelligence and Market
Research system
marketing@contify.com
Read More
https://bit.ly/34zsYy7