SigmaWay Blog

SigmaWay Blog tries to aggregate original and third party content for the site users. It caters to articles on Process Improvement, Lean Six Sigma, Analytics, Market Intelligence, Training ,IT Services and industries which SigmaWay caters to

This sections contains articles submitted by site users and articles imported from other sites on analytics

Role of Artificial Intelligence in IT Industry

One of the challenges faced by IT software development (devops) teams look for faults in a large stack of data. Human mind, with its limited capacity, is incapable to cope up with the dynamic technology and tools which can handle such daily inflows of data. Therefore, a need for centralized analytics system arises to troubleshoot problems and assist in real -time decision making.AI instead of analyzing data itself can mimic other people who had faced similar problems in their system and find out remedies. Cognitive Insights can help protect organizations against Distributed Denial of Service (DDoS)  attacks. Risks would be reduced and customer success rate would improve. Read more at: http://analyticsindiamag.com/see-artificial-intelligence-become-biggest-driver-devops/

 

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Intent Data: Connecting right buyers to sellers

The prospect's intent is demonstrated by the frequency of searches on a particular topic from that particular account. Such data is called "Intent Data" .External Intent data( Third -party providers) and Internal data ( CRM and Contact Form) are the sources for such data. It eliminates all the guesswork and saves time by looking out for companies which are researching for our goods and services and then providing them quality content. Till now only 17% companies make use of advances marketing techniques such as intent data. Such knowledge will be a competitive advantage. One of the main advantages is targeting different buyers in the same organization. Overall it would generate more sales.Read more at : http://www.business2community.com/big-data/reach-buyers-matter-intent-data-01851493#d6OimfSHLPcfr9gb.97

 

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How Analytics is changing healthcare sector

Analytics is a cost-effective method of doing business in every domain, be it commercial sector or health sector. By maintaining a hospital database actions can be taken to operate its activities efficiently. Also, there will be increased transparency and reduction in frauds/scams if analytics are used to track any such kind of irrational behavior. Keeping a database of patients' record will avoid repetitive processes and save his time and effort thereby increasing his overall satisfaction. Analytics can help bridge the gap between specialists and patients. Hospital staff appraisal and labor division is another benefit of keeping record of staff data. Read more at: http://readwrite.com/2017/05/16/data-analytics-transforming-healthcare-system-hl1/

 

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Profitable business analysis- how to achieve it

Business analytics help in taking decisions. Business intelligence involves analysis of prior analysis and is used to support tactical decision making. Machine learning involves processing historical data to make future predictions. There is scope to add applications to deal with consumers. Unless analysis is done in production application the business will not realize efficiencies. Such analysis can speed up daily activities. The prescriptive analysis makes best use of resources by establishing how processes should be executed. Artificial intelligence supports automation of processes and decision. Machine learning is under AI, but more advanced. The main issue is that the analysis and intelligence should be integrated into the working environment. Methods, culture and discipline will always be the key challenges. Read more at: https://www.gooddata.com/blog/key-strategies-for-profitable-business-analytics

 

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What to expect from a cloud application suite?

Simply put, cloud computing is the delivery of computing services-servers, storage, databases, networking, software, analytics and the Internet ("the cloud"). In the context of cloud computing, in this blog, we discuss what to expect when you move a business process into a cloud application suite. First, expect to be impressed by the scope of the application, and its configurability. Second, The Cloud, or software as a service delivery model, is much cheaper to execute that an on premise install and upgrade model. Third, expect a fully formed application. This not only means a web based user interface to collect, store, and access your data, but process ware - support for your business processes via workflow, managing processes and states, and "best practices".Read more at

http://it.toolbox.com/blogs/coneblog/8-things-to-expect-from-a-cloud-application-suite-76155

 

 

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Artificial Intelligence and Insurance Sector

There is no doubt that Artificial Intelligence is impacting all walks of life toady-be it driverless cars, automated surgeries, AI robot and more. AI was recently introduced at the Zurich Insurance company for claims handling and it did the magic- saved 40,000 work hours, while speeding the claim processing time to just five seconds. The insurers are now planning to reap the benefits of this technological advancement and expand the use of AI. The days are not far when AI boats will be deployed to help in setting up policies and process insurance claims. The accuracy is expected to increase over time better performance. For a good read, follow the link below: https://eandt.theiet.org/content/articles/2017/05/ai-adopted-by-zurich-insurance-to-assess-personal-injury-claims/

 

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Future of data visualization and dashboard solution

Dashboard has changed drastically since its beginning and lots of vendors are catering toward big data etc. nowadays. Now the focus has shifted from Excel to Big Data. But it is going to coexist for a long time. A good BI Ecosystem should allow for an easy assemblage of such small sized datasets, whether it be excel/csv or any other text file into a central repository. Visualization will continue to improve and no longer be a differentiating factor among vendors. Users will be able to perform advanced visualization by simple drag and drop operations. Dashboards will continue to be used for monitoring real time events as well as publish scorecards and performance metrics. The line between a dashboard page and any other internal web page will fade. Read more at: http://www.datavizualization.com/blog/what-is-the-future-of-data-visualization-and-dashboard-solutions

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Role of Data Science in Everyday Life

Today, "big data" is associated closely with profit maximization techniques (such as recommendation lists on e-commerce sites and targeted ads), high-profile data leaks and privacy issues. However, not all data are bad. Here are the positive side of Data Science:  LOGISTICS: e.g.: Airlines Schedule Flights predict delays based on precise weather forecasts, and other market and political happenings. HEALTHCARE : Big data power the idea of self-learning healthcare programs, which will be able to interpret the data of individual patients: not only their gender, age, weight, and medical history, but also their lifestyle, habits, preferences and give the personalized recommendation about adjustments that would be the most beneficial.  FACE RECOGNITION: Long time ago, it was tough to even think about it, but nowadays, Many tools are there which capture details of the current face and match it with millions of faces in about no time.  Self- Drive Cars : It has made life much easier. Either you are driving or you are on a walk, you don't have to worry at even new places. Many taxi companies are dependent on this and even self-driving cars are also there which is dependent. It finds shortest routes, routes without traffic, etc. in about no time. Read more at: http://www.datasciencecentral.com/profiles/blogs/how-data-science-has-changed-everyday-life-for-the-better

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Artificial Intelligence in India

AI or Artificial Intelligence is the hottest sector in India with lots of innovation across sectors. With China is leaping ahead in the AI race on many levels (research papers, R&D, investment and even policies) India is only now waking up to the benefits of AI. If India wants to participate in the AI revolution, then it needs a policy that brings together Indian academicians, researchers, labs, private players and investors on the same platform. Read more at: http://analyticsindiamag.com/india-stand-ai-race-vis-vis-china-us-rest-world/

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Data Visualizaion and Role of The Brain

Nowadays, people are not interested to read huge paragraphs of text. Several researches have shown that Internet users have time to read at most 28% of the word displayed on a web page but most of them read only 20%. On the other hand, visual content has the power to hold the attention longer. If you are just browsing on the Internet as a casual user, not reading all the text wouldn't be a problem. But, when you have a responsibility to process information, things are not that simple. Reasons why the brain needs that kind of visualization: i) You need a visual tier to process large volumes of data. ii) Visual data trigger retentive processing. iii) Visual Data Brings Together All Aspects of Memory.    Visual data presentation relates these three memory functions. When we see the information presented in a visually-attractive way, it triggers our sensory memory and makes it easy for us to process it. Read more at: http://www.datavizualization.com/blog/why-your-brain-needs-data-visualization

 

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Importance of analytics

The growing potential of big data should incorporate analytics into its strategy to make better and faster decisions. Businesses can use data and analytics to make better decisions by using granular data. New machine learning has a lot of applications and benefits. Systems enabled by machines can provide better benefits. The technologies could generate productivity gains and an improved quality of life, but they carry the risks associated. Industries are getting greatly influenced by data and analytics, and the effects will become more pronounced when it reaches the masses. Organizations that can harness these capabilities will be able to create significant value and differentiate themselves, whereas other people might not be happy with this. Read more at: http://blogs.economictimes.indiatimes.com/et-citings/managing-analytics/

 

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How to overcome organisational silos

Management's responsibility must be met instead of hierarchical reporting. Organization should be redefined and opportunities must be addressed. Most improvement opportunities are directly related to deficient business processes and organization silos. Without a strong business process structure, it is nearly impossible to improve performance. There are 12 Business Systems in any organization which are a collection of business processes that align to deliver the goals of the system. A business process transforms the input by value addition into the output. All business transactions take place through business processes that connect in a series to form Business Systems. We typically find somewhere between 8-16 business processes per Business System. A key to performance improvement is to tackle the silos created by traditional organization structures. Read more at: http://www.businessmapping.com/blog/eliminate-organization-silos/

 

 

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Logical versus Physical Data Lakes

Data Lake helps data scientists by reducing their time taken to gather data and start their real work of data analysis. Copying data physically to one centralized environment may be problematic because storing big data can be costly, copying of data can be prohibited. Metadata describing the data is commonly not copied along with the data and therefore not available to the data scientists. Also, technical and organizational management of a data lake is required. Since data scientists ask for easy and quick data access, a more practical solution to it is a logical data lake. A logical data lake, hides where the data is physically stored and whether it has been copied or not. Logical data lakes can be developed with data virtualization servers such as the Denodo Platform. While, copying and physically storing the data twice is the default approach for the physical data lake, it's optional for the logical data lake. It offers access to data without copying if required and to copy data when needed.  Thus, logical data lake is a better solution for data scientists. Read more at: http://www.datavirtualizationblog.com/data-scientists-physical-data-lakes/

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Usefulness of Data Visualization

Data visualization refers to the techniques used to communicate data or information by encoding it as visual objects (e.g., points, lines or bars) contained in graphics. Visualization of data helps in finding specific information, like tracing data correlations by presenting the data in graphic form, and noticing how one set of data influences another. Also, by live interaction with data one can spot the changes in the data as it happens and get a predictive analysis. Data visualization enables one to not only see the information, but also to know the reasons behind it. With predictive analysis, the behavior of the trends in the future can be predicted. Thus, data visualization tools have become a necessity in modern data analysis. Read more at: http://www.datavizualization.com/blog/the-top-5-benefits-of-using-data-visualization

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Enterprising Value vs Market Capitalization

Enterprising value(EV) is a better measure of a firm's real market value than market capitalization as it takes debts and cash reserves into account. Market capitalization does not give a clear idea of the amount an investor needs to buy a firm. If a firm has cash reserves, the buyer is incurring lesser costs than the amount he is paying and it is opposite when the firm has debts. EV is the sum of a firm's market capitalization and its net debt. The drawback of EV is that it does not consider the interest costs and income over time. So EBIT is necessary despite the fact that EV gives a rough idea of the true value of a firm. Read more at: http://value-picks.blogspot.in/2017/05/using-enterprise-value-to-compare.html?m=1

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Easy Steps To Deal With Human Capital Issues

According to the author, there has been an increase in global workforce turnovers. Recruiting and retaining skilled employees with high potential is a challenge nowadays. According to statistics, about 87% of the companies are considering redesigning their talent management programs. The best human capital management programs are strategy driven and try to accommodate the following trends. 1. Widespread globalised population. 2. Shifting Demographics. 3. Increased burdens on HRs, which can be relieved by integrating systems and functions .4. Increasing compliance requirements. 5. Increased cost, which may arise due to inability to acquire and retain key talent. Read more at https://www.adp.com/spark/articles/5-trends-that-will-redefine-human-capital-management-7-205

 

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Cohort analysis and its benefits

The cohort analysis tool can help to dig in deeper which traffic and page views don't allow. The cohort is grouping because of similarities. It's perfect for finding certain things at a glance. But the website keeps changing very often. When those changes happen, it's important to put these metrics in context. Cohort helps by layering on a filter to add context to the data you're looking at. By viewing those segments, one can produce more accurate findings. Also, cohort sorts the data in every way possible. There is a list of factors, one can analyze using this tool. Cohort analysis allow you to view data by segments of people, helps determine changes and facilitates comparison so that the strategy can be set accordingly. Read more at: https://blog.kissmetrics.com/cohort-analysis-google-analytics/

 

 

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Why CRM plays a major role in impacting sales ?

CRM is the major contributor of many businesses, but sometimes it turns out to be an inefficient and expensive sales killer. The truth behind this is most CRM platforms aren’t intended to help the end users who work with them day in and day out that is your sales representative. Most of them waste time in doing manual data entry. When there is poor execution of CRM, the organization has an insufficient picture of how it is selling its products. The data we are seeing is incomplete and possibly misleading. To know more, please read the following article: http://www.business2community.com/big-data/4-reasons-big-data-failed-impact-sales-01787213#R6gklCOP8mL83XgS.97

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Understanding big data and how it helps businesses

Big data imply huge sets of organized and unstructured information. It is very complex and regular data processing techniques don't work in managing this kind of data sets. In business, the 3V model is utilized to depict enormous information. These 3V's are: volume, velocity, variety. Now let's understand how big data helps businesses and why it is important:

• Examining big data helps understanding the current economic situation so that it can get an idea of getting ahead of it’d competitors.

• Big data analysis helps to understand your customer better, predict what they need in advance and can provide better service.

• You can control your online reputation with the help of doing sentiment analysis.

• Big data tools, save lots of money as it reduces the manpower to handle large amount of data.

Continue reading
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Need of optimization in planning

Optimization has a range of applications. It is best applied when you're deciding among many alternatives. One of the areas where optimization can have a significant impact is planning. To answer these planning questions, businesses face a series of hurdles. First, they need to assemble the data to get a true picture of their business. Second, evaluate options by exploring trade-offs and asking, "what if" questions. Lastly, identifying the best path forward. Businesses can link data, from across their organization in an environment they know and evaluate possible planning scenarios. Organizations can capture more value in the marketplace by improving operations, save money by managing resources more effectively, and mitigate risk by gaining insight into how decisions can impact their business. The power of optimization, however, isn't in finding a path, it's in finding the right path. Read more at: : http://www.ibmbigdatahub.com/blog/what-optimization-and-how-it-improves-planning-outcomes

 

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