Data science and analytics
As businesses' data volumes continue to expand, data science has become vital for to inform decision making, strategic planning and marketing techniques. Learn about the latest data science and analytics techniques businesses are incorporating to help identify opportunities to streamline processes, identify potential business ventures and improve customer service.
Top Stories
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News
04 Sep 2024
InfluxData targets performance, adds self-managed version
The time series database specialist's update addresses performance to better handle complex real-time workloads and includes a new option for on-premises and private cloud users. Continue Reading
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Feature
03 Sep 2024
GenAI demands greater emphasis on data quality
As GenAI explodes and enables enterprise decision-making at previously unseen speed and scale, accurate information to train models and applications becomes increasingly important. Continue Reading
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News
08 May 2020
Domo analytics tool helps Utah deal with COVID-19 crisis
The state of Utah, along with Iowa and Nebraska, is using the COVID-19 Crisis Command Center developed by Domo to inform its decisions during the coronavirus pandemic. Continue Reading
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News
05 May 2020
Employees empowered to make data-driven decisions spur growth
A new report from ThoughtSpot and the Harvard Business Review finds that organizations empowering front-line employees to make analytic decisions poised to outperform their competitors. Continue Reading
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Feature
24 Apr 2020
Cleveland Clinic's COVID-19 strategy driven by data modeling
Cleveland Clinic is using data models developed in concert with analytics software vendor SAS to prepare for a potential surge in patients due to the COVID-19 pandemic. Continue Reading
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News
20 Apr 2020
NLQ, developer tools highlight Sisense BI platform update
The latest update from Sisense features a new natural language query tool built on graph technology and a hub for low-code/no-code embedded application development. Continue Reading
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Feature
07 Apr 2020
Key differences of a data scientist vs. data engineer
Data scientists and data engineers often work together, and sometimes the positions are treated as the same. Read on to find out what makes the roles different from each other. Continue Reading
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Feature
03 Apr 2020
Importance of analytics clear amid COVID-19 crisis
With health organizations and business leaders alike trying to minimize the effects of COVID-19, analytics is playing a critical role in the decision-making process. Continue Reading
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Feature
03 Apr 2020
AI tools in analytics software key in fighting COVID-19
With data skewed by incomplete testing, augmented intelligence and machine learning tools are helping data scientists create predictive models to inform the fight against COVID-19. Continue Reading
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Tip
27 Mar 2020
Trends and top use cases for streaming data analytics
As more enterprises adopt real-time analytics, new infrastructure and best practices are appearing. Here are some trending practices for streaming data analytics platforms. Continue Reading
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Feature
24 Mar 2020
COVID-19 data resources for volunteering data scientists
Many data scientist are looking to research the novel coronavirus and ways to fight the continued outbreak. Read on for the top COVID-19 data resources for volunteer researchers. Continue Reading
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Feature
20 Mar 2020
Varied experience builds strong data science background
Data scientists need many skills and learn those skills from different backgrounds. Experts say relevant experience can come from nearly any quantitative field. Continue Reading
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News
17 Mar 2020
BI vendors provide resources for COVID-19 analysis
With the new coronavirus continuing to spread worldwide, analytics software vendors are joining in to help in slowing, and hopefully stopping, the pandemic. Continue Reading
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Feature
28 Feb 2020
Gartner's Sallam: Top BI vendors poised for next disruption
Leading analytics vendors appear poised to remain innovative as AI becomes pervasive in BI, Gartner's Rita Sallam explains in a discussion about BI's present and future. Continue Reading
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Feature
13 Feb 2020
Ethical data collection in the spotlight over new regulations
New regulations have put data privacy top of mind for many consumers. Here's a look at how businesses can incorporate ethical data collection -- and even benefit from it. Continue Reading
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News
20 Dec 2019
NLP, embedded BI and data literacy top 2020 analytics trends
Improved natural language processing tools, more embedded BI applications and an increase in data literacy are among the analytics trends to watch in 2020. Continue Reading
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Feature
19 Dec 2019
2019 BI trends included reality check for AI, consolidation
AI features in BI products improved in 2019, but not at the pace predicted before the year began. Instead, advancement was incremental and consolidation was a dominant theme. Continue Reading
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News
17 Dec 2019
Up-and-coming BI vendors to watch in 2020
Promising BI startups look to gain a foothold in 2020 by focusing on underserved markets and embracing next-gen technologies not available in traditional analytics tools. Continue Reading
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News
12 Dec 2019
Government IT pros: Hiring data scientists isn't an exact science
There's no such thing as a data science unicorn, U.S. government experts caution. You'll need more than programmers and technical expertise on your data science team. Continue Reading
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Feature
27 Nov 2019
Automated tools broaden the future scope of data science
Automated data science tools may make their way into the data science process, but are unlikely to ever be able to do everything human data scientists do, experts say. Continue Reading
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News
07 Nov 2019
Evolution of analytics marked by wider dissemination of data
With BI platforms getting easier to use by the year and enabling more self-service users in process, the value of analytics is being realized by a growing audience. Continue Reading
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News
07 Nov 2019
Analytics revolution has spread the wealth of information
Business intelligence over the last 20 years has been marked by the opening up of data to everyday business users after it was once the sole possession of IT departments. Continue Reading
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Feature
25 Oct 2019
AI for BI at the heart of third-generation analytics
Doug Henschen, analyst at Constellation Research, details in a Q&A some of the findings of his recent report on augmented capabilities in BI platforms. Continue Reading
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Feature
25 Oct 2019
AI at the core of next-generation BI
AI is part of BI platforms, but this is only the start of a new analytics generation. In a Q&A, Constellation Research analyst Doug Henschen discusses AI tools in BI platforms. Continue Reading
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Feature
24 Oct 2019
NLP progress in BI and analytics slowed by language barriers
Natural language processing shows potential in simplifying data access and deriving deeper insights, but NLP's strengths can be its weaknesses in reaching the Promised Land. Continue Reading
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News
23 Oct 2019
SAP Tennis Analytics adds tool to track patterns within points
Players and coaches in the Women's Tennis Association are now able to discover the tendencies of their opponents within a given point thanks to SAP's Patterns of Play. Continue Reading
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News
22 Oct 2019
New tools add AI power to Teradata Vantage platform
Teradata unveiled Vantage Analyst and Customer Experience, two new tools now part of the vendor's analytics platform, on Tuesday at its user conference in Denver. Continue Reading
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News
15 Oct 2019
ThoughtSpot BI platform an early adopter of AI
Due to AI, ThoughtSpot's analytics tools have been accessible to citizen data scientists from the start, Andrew Yeung, the vendor's senior director of product marketing, said in a Q&A. Continue Reading
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News
10 Oct 2019
Promethium tool taps natural language processing for analytics
The software, called Data Navigation System, was designed to enable non-technical users to make complex SQL requests using plain human language and ease the delivery of data. Continue Reading
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Feature
09 Oct 2019
Intelligence as a service is key to nonprofit's urban planning
Cobalt Community Research, a nonprofit organization based in Michigan, uses data collected and packaged by TruFactor for urban planning projects. Continue Reading
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News
07 Oct 2019
Acquisition of AI lab a benefit for Alteryx BI users
With the acquisition of Feature Labs, a startup founded at MIT, Alteryx is making a heavy investment in augmented intelligence and machine learning capabilities. Continue Reading
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Feature
01 Oct 2019
Data science storytelling emerges as top analytics skill
Storytelling in data science is emerging as a critical skill to have in analytics. Without it, data-driven insights have a tendency to wither on the vine. Continue Reading
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News
24 Sep 2019
TigerGraph Cloud releases graph database as a service
TigerGraph, a graph database vendor, now offers a native cloud database-as-a-service product with its newest release. Continue Reading
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Opinion
27 Aug 2019
Governance, compliance, ethics in data mining: Separate but equal
In the ethical mining and analysis of data, governance, compliance and ethics are mistakenly taken as one in the same. Data managers need to be aware of the critical differences. Continue Reading
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Feature
20 Aug 2019
5 augmented analytics examples in the enterprise
Here are the top examples of augmented analytics uses that BI vendors support and enable, including data preparation, NLP-based querying and automated insights. Continue Reading
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News
08 Aug 2019
Pyramid sees opportunity in staying an independent BI company
As competitors merge forces, Pyramid Analytics not only chooses to stay independent but also sees an opportunity to grow into the space left behind by the wave of consolidation. Continue Reading
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Definition
07 Aug 2019
BABOK Guide (Guide to the Business Analysis Body of Knowledge)
The guide to the Business Analysis Body of Knowledge, or the BABOK Guide, is a book from the International Institute of Business Analysis (IIBA) that provides essential support and direction to business analysts (BAs) by presenting a collection of the activities that comprise business analysis. Continue Reading
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News
02 Aug 2019
Data ethics issues create minefields for analytics teams
Organizations have to map out ethical boundaries for data mining and analytics applications, according to participants in a roundtable discussion on data and ethics. Continue Reading
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Tip
29 Jul 2019
How to navigate today's business analytics governance challenges
Don't let a traditional analytics mindset lure you into complacency when it comes to advanced analytics governance. Here are the biggest governance roadblocks and how to avoid them. Continue Reading
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Feature
11 Jul 2019
Today's top data pipeline management challenges
IT executives say pricing models, agility and auditability are some of the biggest challenges they have faced in managing today's increasingly complex data pipelines. Continue Reading
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Feature
10 Jul 2019
AI in digital marketing powers hidden advertisements
With AI in advertising and marketing, companies can provide potential customers with more personalized results, while also increasing engagement rates. Continue Reading
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News
21 Jun 2019
MicroStrategy product development advances after Voice.com sale
Analytics and BI vendor MicroStrategy sells the Voice.com domain name and moves forward with product R&D in a competitive market that is consolidating quickly. Continue Reading
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News
06 Jun 2019
Google acquisition of Looker to boost Google Cloud analytics
By acquiring Looker, Google will enhance its analytics and BI capabilities available through Google Cloud, while becoming a formidable force in the enterprise-level BI space. Continue Reading
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Feature
29 May 2019
6 tips for effective customer data mining
Digging into customer data can improve sales opportunities -- but how do you balance that against data privacy concerns? Get insights from data professionals. Continue Reading
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Tip
17 May 2019
McDonald's orders up customer service analytics, shakes up fast food
The fast-food giant is acquiring Dynamic Yield, a big data analytics platform, in pursuit of a more personalized customer experience on drive-thru and digital orders. Continue Reading
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News
15 May 2019
Qlik debuts free data literacy certification
Qlik unveiled a free data literacy certification in the hopes of making people -- both customers and non-customers -- more data literate. Continue Reading
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News
03 May 2019
SAS Viya cloud software at center of SAS analytics strategy
The spotlight at SAS Global Forum 2019 was on the vendor's Viya analytics tools, which are getting new functionality and licensing options meant to spur deployments. Continue Reading
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Tip
01 May 2019
Beyond customer sentiment: How to put NLP technology to work
Natural language processing tools and apps have finally arrived -- but how are organizations putting NLP to work? Here are some possibilities that might not be obvious. Continue Reading
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News
30 Apr 2019
SAS Platform update expands AI in Viya cloud analytics tools
A new version of the SAS analytics platform adds a variety of AI features to SAS Viya, the cloud-based software that SAS hopes will secure its place in the AI future. Continue Reading
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Feature
29 Apr 2019
A future data scientist needs business, deep learning skills
As automation grows, data scientists will focus more on business needs, strategic oversight and deep learning and less on model creation and other routine tasks. Continue Reading
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Feature
24 Apr 2019
Most in-demand data science skills include ML, Python
Experts detail the skills employers want most in data scientists -- notably machine learning and programming languages -- and why often the most valuable expertise comes with time. Continue Reading
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Feature
11 Apr 2019
Data-rich organizations turn focus to ethical data mining
As data analytics has increasingly become a core component of organizations' strategies, concerns have arisen around how data is mined. Experts offer tips. Continue Reading
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News
10 Apr 2019
Cloud AutoML, BigQuery ML upgrades expand Google stake in ML
Google introduced a raft of updates to its cloud-based machine learning and AI products, including expanded capabilities for its AutoML and BigQuery ML tools. Continue Reading
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News
08 Apr 2019
Google's BigQuery ML needs big changes to compete
On the eve of Google Cloud Next '19, experts assess the impact of Google's BigQuery ML since its release and their hopes for the automated machine learning tool's future. Continue Reading
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News
04 Apr 2019
Equifax and FICO unite to move into alternative data market
With the Equifax-FICO alliance, the credit giants are offering a combined Data Decisions Cloud suite they hope can solidify their place in the alternative data market. Continue Reading
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News
02 Apr 2019
$1 billion SAS AI investment recharges vendor's mission
SAS' new AI initiative includes a $1 billion investment and partnership with AI chip vendor Nvidia. The goal is to bring advanced AI tech to end users. Continue Reading
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Feature
01 Apr 2019
Qlik Research head talks Associative Engine, NLP and Data Swarm
Elif Tutuk, research head at Qlik, discusses projects her team is working on -- including a smarter Associative Engine, multi-attribute visualizations and NLP. Continue Reading
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Feature
28 Mar 2019
Analytics an uneasy balance between data collection and privacy
In the age of GDPR and privacy regulations, attention must be paid to user privacy. Data management tools that employ AI as part of analytics can help achieve that. Continue Reading
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News
19 Mar 2019
Tableau-VoiceBase deal brings speech analytics data to users
Tableau's partnership with AI speech analytics vendor VoiceBase enables users both inside and outside of the contact center to easily derive insights from speech analytics data. Continue Reading
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News
14 Mar 2019
NYPD's Patternizr crime analysis tool raises AI bias concerns
The NYPD has rolled out Patternizr, a machine learning algorithm that helps analysts identify crime patterns but highlights the complexity around eliminating AI bias in real-world systems. Continue Reading
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News
11 Mar 2019
Users find data preparation tools vital to BI strategies
Data preparation isn't the sexiest topic, but it's critically important to IT and business users, according to a study by Dresner Advisory Services. Continue Reading
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Feature
01 Mar 2019
Augmented analytics tools, NLP search, graph are trending
Augmented analytics, NLP and graph analytics are changing the data and analytics market, according to Gartner -- enabling users to more easily get at and share data. Continue Reading
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Feature
28 Feb 2019
3 best practices for harnessing social media analytics data
How can organizations leverage social media analytics data? Analytics professionals offer tips, starting with picking metrics that track to your goals. Continue Reading
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Feature
22 Feb 2019
What to consider when choosing big data file formats
While JSON may be the go-to data format for developers, Parquet, ORC or other options may be better for analytics apps. Learn more about big data file formats. Continue Reading
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Tip
08 Feb 2019
Expert urges data pros to hone data science skills
IT expert William McKnight shares job tips for data professionals looking to prosper in a changing enterprise. His first piece of advice: continually foster data science skills. Continue Reading
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Feature
31 Jan 2019
Demand for data scientists is booming and will only increase
Fueled by big data and AI, demand for data science skills is growing exponentially, according to job sites. The supply of skilled applicants, however, is growing at a slower pace. Continue Reading
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Tip
30 Jan 2019
Better sentiment analysis can bolster customer data analytics
Customer data analytics are easy to gather in the social media era -- but they can be misleading if based on sentiment analysis culled from automated social media monitoring. Continue Reading
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Feature
16 Jan 2019
AI, graph databases among top BI and analytics trends
Leading trends in BI and analytics include machine learning, multi-cloud and graph databases. IT expert William McKnight details in a webinar how they'll affect enterprises. Continue Reading
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Feature
21 Dec 2018
How the rise of augmented analytics tools affects BI vendors
BI vendors are responding to interest in augmented analytics capabilities with simplified interfaces and features that allow for access to deeper insights. Continue Reading
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Feature
18 Dec 2018
Why data literacy skills still matter with augmented analytics
Democratizing data analytics gives everyone access to tools and information, but data literacy is still required for analyzing data and delivering successful outcomes. Continue Reading
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Feature
17 Dec 2018
The benefits and challenges of augmented data discovery tools
Augmented data discovery tools enable users to gain faster insights into data, via automated data prep and pattern discovery, but they aren't without their challenges. Continue Reading
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News
29 Nov 2018
Deep learning in big data analytics with Sisense Hunch
Sisense Hunch, a new Sisense BI tool, enables big data analytics for IoT devices by using deep learning to automatically extract insights from big data. Continue Reading
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Answer
26 Nov 2018
What data management challenges do analytics programs face?
Expert Anne Marie Smith shares five reasons why organizations' analytics programs might fail and how a data management framework and other programs can help. Continue Reading
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News
15 Nov 2018
ThoughtSpot SearchIQ enables voice analytics
Part of the ThoughtSpot 5 update, which adds a number of upgrades to the BI platform, SearchIQ allows users to take advantage of conversational analytics. Continue Reading
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Tip
02 Nov 2018
6 big data visualization project ideas and tools
These data visualization project examples and tools illustrate how enterprises are expanding the use of "data viz" tools to get a better look at big data. Continue Reading
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Tip
18 Oct 2018
3 ways to make machine learning in business more effective
Dun & Bradstreet analytics exec Nipa Basu offers three tips on how to integrate machine learning tools into business processes to help drive better decision-making. Continue Reading
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Infographic
01 Oct 2018
Automated predictive analytics tools spawn wannabe scientists
They don't own the same depth of data science skills, but automated predictive analytics tools hatch a new breed of 'data scientists' who can produce actionable predictive models. Continue Reading
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Feature
01 Oct 2018
Augmented analytics, automated tools facilitate data analysis
From Tableau to Google, vendors increasingly incorporate augmented and automated analytics tools into their software to speed analytics work and open it up to more users. Continue Reading
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Opinion
01 Oct 2018
Augmented analytics reveals the hidden side of things
The rise of augmented analytics empowers businesses to find correlations in data that might very well be the critical difference in operational efficiency and cost savings. Continue Reading
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News
17 Sep 2018
Tibco analytics capabilities get upgrade in Spotfire X
New Tibco AI and natural language processing functions in the soon-to-be-released Spotfire X look to create a simpler and faster experience for self-service BI users. Continue Reading
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News
12 Sep 2018
Using visualizations and analytics in media content
By using the best mass media BI practices, from data visualization to measuring metrics, companies like Condé Nast and Comcast are attracting consumers and raising revenues. Continue Reading
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Feature
15 Aug 2018
Reddit and the aspiring data scientist
For amateur data scientists, Reddit provides the opportunity to post about personal projects, chat with like-minded people and get free advice from a large community. Continue Reading
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Podcast
08 Aug 2018
Talking Data: AI advances and the MIT Startup Exchange
The Talking Data podcast team discusses some of the MIT startups that are making advances in AI and natural language processing. Continue Reading
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News
27 Jul 2018
BigQuery ML moves machine learning into Google BigQuery
Google is enabling BigQuery users to build SQL-based machine learning models inside the cloud data warehouse via a BigQuery ML technology now out in beta. Continue Reading
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News
19 Jul 2018
Data analytics in government efforts lack structure
Data analytics in government agencies lack organization, focusing on immediate problems instead of attacking underlying causes without a unified strategy or system. Continue Reading
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Answer
19 Jul 2018
How do augmented analytics and BI tools differ?
See how augmented analytics compares to traditional BI and self-service analytics tools and what this new generation of AI-powered data analysis platforms can deliver. Continue Reading
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News
23 Mar 2018
Cambridge Analytica-Facebook case shows need for ethical data mining
Ethical data collection practices are becoming even more important, as cases like Cambridge Analytica's misuse of Facebook data challenge consumer trust in enterprise analytics. Continue Reading
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Feature
15 Mar 2018
Rethinking analytics processes spurs enterprise innovation
By taking a fresh look at the makeup of their analytics organizations, enterprises can innovate their business models and take advantage of digital disruption. Continue Reading
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Feature
14 Mar 2018
Diversified data sets for analytics deliver top results
Analytics teams should focus on data diversity to ensure that their projects deliver the most meaningful insights -- but they must be wary of some stumbling blocks. Continue Reading
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Podcast
26 Feb 2018
Newest AI technology set to disrupt tech sector, job markets
Emerging AI technology will lead to the creation of influential new software companies and disrupt job markets, says a Goldman Sachs researcher -- predictions that are discussed here. Continue Reading
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Guide
15 Feb 2018
Guide to using advanced analytics and AI in business applications
AI hype is becoming reality as the technology gains ground in businesses. Get tips on machine learning, cognitive computing and other advanced analytics initiatives in this guide. Continue Reading
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News
13 Feb 2018
IT analysts look for clarity on IBM analytics tools
IBM's analytics software is strong technically but disjointed and hard to understand, say analysts who think simplifying things should be a priority at the company's Think 2018 conference. Continue Reading
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Tip
07 Feb 2018
Beat the challenges of predictive analytics in big data systems
Big data and predictive analytics may seem synonymous, but understanding the constraints of each discipline is the key to extracting business value from projects that combine them. Continue Reading
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Podcast
26 Jan 2018
Talking Data: Is there a difference between AI and analytics?
Any AI definition should include things like predictive analytics, according to some users, even though those practices are straightforward and have been around for decades. Continue Reading
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Feature
22 Jan 2018
Infographic: The evolution of the chief data officer role
The CDO role, which has never been rigidly defined, is undergoing a face-lift as emerging technologies present new opportunities to enterprises. Continue Reading
