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The IBM Cloud, records and AI design team is happy to announce that IBM Cognos Analytics has been named a winner within the 2019 big enterprise Innovation Award. this is exciting information for their team as IBM Cognos Analytics is one in every of their most multifaceted items, with many designers and teams engaged on all elements it. they are honored to have this award exhibit this challenge, and the complicated work their group has accomplished on it.what is IBM Cognos Analytics?
IBM Cognos Analytics is an AI-powered data exploration and presentation tool that enhances the workflow of enterprise users. The device includes the capacity to create compelling visualizations and dashboards, make AI-powered selections for information evaluation, and scale the records analytics process on the level that a enterprise calls for.IBM Cognos contains an AI assistant (left), and a detail Panel (right), to support interpret the chart being viewed. The Assistant supports natural language exploration, whereas the detail Panel offers extra equipment-generated simple-language tips to augment the chart. explore reduces the guesswork associated with information exploration through surfacing the strongest relationships to your data, which is displayed within the community chart, and providing counseled starting points for extra data exploration, which are shown in the thumbnails.
The AI-powered toolset in IBM Cognos Analytics enhances clients’ potential to get the very best insights from their information. The toolset contains improvements like a natural language primarily based virtual assistant, in addition to a data exploration device that finds relationships within records and suggests information visualizations. These potent information tools enable enterprise users to get extra information from their information and simply pinpoint deeper, underlying developments that may otherwise require a far better level information knowledgeable to decipher.Storytelling points in IBM Cognos Analytics offer the ability to visualize and display statistics with specific and interesting visuals.
The presentation equipment in IBM Cognos Analytics offer complex and visually attractive records visualizations, permitting users to speak the ideas behind their records in ingenious and compelling methods. The utility contains equipment to create exact charts and graphs as well as movement pics, helping so as to add a story factor to the style the statistics is displayed. These pleasing experiences permit the person to communicate their insights in a extra creative approach, reduce person interpretation blunders, and screen the story at the back of their records in preference to just sharing floor level suggestions.
“IBM Cognos Analytics turned into all the time a very good reporting and dashboarding device. What made the most fresh release any such bounce ahead become the introduction of predictive analytics, AI and a whole new manner of exploring records and discovering patterns and relationships the users didn’t recognize existed. What i like about it's that Cognos does so lots of the heavy lifting when it comes to analytics and start-frogs you to the answers you want most.” — Anne Stevens, Design Lead
A win for design is a win for businessIBM Cognos Analytics being diagnosed by a business award shows just how an awful lot design can deliver price to the area of enterprise. Their crew’s center of attention on incredible person experiences and person research pushed design of this product, demonstrates that design approach and execution matters for business results. I’m excited to see design continue to have an impact on their utility items and spot the wider implications this has for their users, valued clientele and companions.
in regards to the massive enterprise Innovation AwardsThe business Intelligence group become situated with the mission of recognizing proper skill and superior performance in the business world. These awards are judged by enterprise executives with substantial experience and expertise. The firm’s interesting scoring device selectively measures efficiency across distinctive company domains and rewards these companies whose achievements in reality stand out.
Congrats to the IBM Cognos Analytics crew for your whole complicated work and accomplishments.
For a long time now, users had been asking what huge Blue plans on doing with the entire acquisitions in company intelligence and analytics area (information, web site) it made.
The unencumber of Cognos 10, which combines social networking, collaboration, analytics and pursuits mobile people, goes some way to answering that.
Pushed by the growth of mobile transactions and estimates that the cell workforce will globally attain 1.19 billion by means of 2013, IBM has mixed the technology of Cognos, a company they bought in 2007, with Lotus Connections, launched in 2007 at Lotusphere, and is at the moment in edition 2.5.
brought to all that is the statistical engine, which IBM purchased all through the SPSS acquisition in 2009, which makes it possible for users to embed algorithms into their reports from IBM's SPSS application.IBM and Analytics
IBM is also releasing a couple of other complimentary utility programs for you to beginning realizing the company intelligence ambitions that the company outlined when it bought Cognos all these years in the past. The different new packages consist of:
The launch of Cognos 10 is so gigantic in IBM’s company intelligence strategy that it is hailing the free up as “probably the most gigantic analytics providing since the acquisition of Cognos . . .” Taking a step returned in time, when IBM bought Cognos it announced that in the company they saw the way forward for business intelligence. They underlined that imaginative and prescient with the U.S.$ 5bn IBM paid for the business.
company intelligence refers back to the taking pictures, integration and presentation of assistance. performance management is the usage of information to check the efficiency of commercial enterprise sectors, divisions, product lines and every little thing else which will also be boiled down into numbers.
the mixing of those two domains ensures a clearer graphic of the place the corporation basically stands, eradicating a good deal of the bad statistics and tips, which is sure to distort the important thing determination-makers vision. and that's the reason what Cognos 10 does -- it provides the tools for determination assist and reporting tools, as well as all of the standard business bells and whistles.IBM, Lotus Connection and Cognos
Add to this Lotus Connection, which brings with it social collaboration, and also you get some concept of what IBM is launching right here.
just to refresh your minds, IBM Lotus Connections is a social software for enterprise. It empowers company authorities to improve, nurture, and stay in contact with a community of their colleagues and reply rapidly to enterprise opportunities. Future enhancements include:
mix Lotus Connections utility with Cognos’s company analytics and one unified journey with intuitive navigation capabilities and simplified consumer journey appears.IBM, SPSS and Analytics
The other major point in this free up comes from the integration of IBM’s SPSS Modeler, which IBM purchased in a further acquisition, with the BI ambiance. Now part of Cognos' document-authoring capabilities, it permits users to gain insights from ancient facts. With it, they could deliver predictive indications into dashboards to deliver ahead-searching insight related to risk, profitability and different situations.
the brand new unlock strikes from traditional formats of stories and charts, now assisting built-in photos and movies that are interactive and provide broader analysis in a versatile layout that can be accessed on most cellular instruments. With the brought analytics capabilities, users can also assess tips from simple, real-time information to advanced, predictive “what if” evaluation.
in short, the free up gives company users not simply with assistance about what is happening to their business or items in the current, it additionally integrates what has happened in the past, featuring an extrapolated version of what will turn up sooner or later. Then, throughout the social collaboration factor, it shares the advice with whoever wants it, whenever they want it, and thru mobile assist, where ever they want it.
the use of interfaces taken from familiar Cognos environments, users can engage with every different in true time communities, wikis and blogs, put up files and studies, tap into determination networks, and every other collaborative characteristic obligatory to flow assistance to clients who need it.
during the last five years, IBM has invested greater than US$ 14 billion in 24 analytics acquisitions. introduced on the counsel on Demand conference in Las Vegas, IBM said Cognos 10 might be accessible as of next week when clients should be able to see the place all that received firepower has been used.
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IBM Certified Developer - Cognos 8 BI Metadata Models Median Salary by Job
Twenty four is a crowd -- yet that’s how many vendors made it into Gartner’s Magic Quadrant for Business Intelligence (BI) and Analytics circa 2015.
For enterprises that are shopping for BI and Analytics solutions, choice may seem like a good thing until you consider what evaluating that many vendors might look like -- most of us wouldn’t even consider trying on 24 pairs of jeans.
To be fair, this is how many BI and analytics vendors met Gartner’s criteria, and that’s no easy feat. Gartner defines BI and Analytics as a “software platform that delivers 13 critical capabilities across three categories -- enable, produce and consume -- in support of four use cases for BI and analytics.”
Use cases range from centralized BI Provisioning, to decentralized analytics, to governed data discovery to providing OEM embedded APIs.
Required capabilities in the “Enable” category include: Business User Data Mashup and Modeling, Internal Platform Integration, BI Platform Administration, Metadata Management, Cloud Deployment, and Development and Integration.
The “Produce” category considers Free-Form Interactive Exploration, Analytic Dashboards and Content, IT-Developed Reporting and Dashboards, and Traditional Styles of Analysis.
The “Consume” category looks at Mobile, Collaboration and Social Integration, and Embedded BI.
The common trends Gartner analysts uncovered center around decentralized and bimodal governed data discovery approaches to BI and a call for self-service capabilities beyond data discovery and interactive visualization of IT-curated data sources.
It’s worth noting that most BI and Analytics vendors are placed in the same quadrant as in 2014, but several have changed positions within them because of their more limited vision or ability to execute.
Gartner Magic Quadrant for Business Intelligence and Analytics PlatformsTableau Leads the Pack
It should come as no surprise that Tableau’s results last quarter thrilled investors. Why? Because enterprise IT bosses, business analysts and quants all love the results its products produce. Tableau is the product to beat in the discovery space and no one else even comes close.
Moreover, as we’ve written time and time again, Tableau users love Tableau -- they are literally enthused when they talk about it. Not just that, but you can also take data from someplace like an Excel file and make beautiful visualizations that tell stories.
On the downside, Gartner’s report says that Tableau’s dashboards, traditional styles of analysis, metadata management, development and integration, BI platform administration, embedded BI and collaboration are weaknesses. It could also use a few improvements when used in centralized environments.
These may, or may not, be functions and features that Tableau wants to provide.
It’s also worth asking if any particular vendor can be the “go to” for every BI and Analytics endeavor.SAS Wins When it Comes to Completeness of Vision
SAS has been around since 1966 so appearing as the most visionary vendor in the Leaders quadrant is impressive. Not only that, but SAS is also further to the right on the “Completeness of Vision” axis than any other vendor, even those in the Visionaries quadrant. It’s worth considering, though, that SAS offers what Gartner calls a “vast array” of integrated components, so they’re not exactly comparing it apples-to-apples when it comes to vendors like Tableau.
That being said, SAS Visual Analytics -- which has been around for just a few years -- is gaining traction against data discovery leaders partly because it has done a good job of differentiating itself and partly because its pricing model is more appealing. Gartner also praises SAS’s forward thinking in areas such as embedded advanced analytics within SAS Visual Analytics, ease of navigation between SAS Visual Analytics and SAS Visual Statistics, and integration across the SAS platform and other core analytics which makes governed data discovery simpler.
Within the Enterprise, SAS doesn’t seem to be as widely deployed as it could be because of cost, but Gartner says the vendor is addressing the issue. This could be a win for SAS not only in deeper penetration at current customer sites but its ability to win business at smaller companies.Improved Vision and Execution for SAP
SAP sits almost neck and neck with SAS in the Leaders quadrant. Gartner likes its vision, citing the direction it is taking with SAP Lumira and its simplified strategy for BI platform components.
What’s especially notable is that Gartner researchers found that SAP is the BI standard (81 percent) in the companies in which it is used. (In other words, it’s not one of several tools). SAP has an advantage in this regard, because in many cases those companies also use SAP’s widely deployed ERP systems. SAP does, however, claim to have BI and Analytics customers who don’t use its ERP products.
That being said, SAP’s BI tools offering leaves plenty of room for improvement in terms of customer experience at almost every level -- ranging from the buying process, to the UI, to providing business user data discovery capabilities.
We should note that SAP’s new management team has pledged to take action on all of these fronts. They should have an indication on how that’s going by this time next year.Watson Gives IBM Vision, But There’s More to Consider
Gartner says that the Enterprise likes the pitch that IBM Watson analytics makes but that it’s still too early to see how widely adopted it becomes. On the other hand, IBM Cognos, IBM’s integrated BI platform (it offers capabilities for Web-based ad hoc query, report and dashboard authoring and consumption, OLAP, scorecarding, production reporting, scheduling, alerting, data discovery and mobile) is embedded and sold in over 130 IBM applications. What a great way to gain market presence.
IBM’s challenge is the same one that many legacy vendors face with their existing (and quite often market leading) products -- delivering a positive customer experience and meeting important business-user-centric market requirements.Qlik Rules Where It Plays
Some of the vendors that rank lower (actually further left on the “Completeness of Vision" axis) in Gartner’s Leaders quadrant do so because they are more narrowly focused. Qlik falls into that category. It has two BI & Analytics products based on an in-memory associative search engine.
Gartner calls QlikView,
a mature, self-contained, tightly integrated development platform used by IT or more technical users for building intuitive and interactive dashboard applications faster and easier than traditional BI platforms.”
Qlik’s newer product, Qlik Sense (released in September 2014) is business user friendly and provides a way for them to build their own dashboards while giving IT the ability to govern, manage, scale and embed them. Gartner likes what it sees in it.
Qlik’s challenge, according to Gartner, will be in selling and supporting two products at once without sacrificing customer experience.Business-User Enablement, A Clear Focus for Microsoft
Microsoft is big enough and smart enough to leverage SQL Server and SharePoint to support IT-developer-centric data management, reporting and administration requirements and to provide Power BI for end users. Gartner likes the approach and the possibilities that it holds, stating that Microsoft has,
a clear understanding of the market's desire for a platform that can support systems-of-record requirements and deliver easy-to-use data discovery capabilities, with support for promotability of business-user content and governance.”
Though Power BI has yet to be widely adopted (its new availability in browser should help), it could alleviate a lot of problems. But Microsoft would still need to simplify its license models for that to happen.
According to Gartner,
the fact that many of the newer capabilities that are important to buyers in this market require current versions of Office, SQL Server and SharePoint adds to the complexity and represents a barrier to adoption for many organizations that are on older versions and are not yet willing to buy Office 365 and deploy BI and analytics in the cloud.”
Further, it says that the workflow between Power Query, Power View and Power Pivot is not yet completely seamless. Not only that, but there are also questions about the role of SharePoint dashboards and Reporting and the fact that the latter is not supported in Azure.
There also seem to be difficulties with the customer experience. Gartner says that they have “historically found it difficult to engage directly with Microsoft during the sales cycle, which was a major complaint from IT but is an even greater concern for Microsoft as it attempts to appeal to business buyers that have high expectations of simplified license models and purchase options.”Other Leaders to Consider
We should note that these are but six of the nine MQ Leaders (we took the top 3 from the “Completeness of Visions" Axis and the top 3 from the “Ability to Execute”). Oracle, Information Builders and Microstrategy were also named Leaders.
Data Warehouse Concepts
What is a Data Warehouse?
A warehouse in general terms is a repository where they store their information. Coming to the data warehouse, it is a collection of data organized in a specific manner and categorized information.
A data warehouse stores historical data of an organization so that they can analyze their performance over the past years and plan for the future.
The popular definition of the data warehouse by WH Inmon:
A data warehouse is:
Another definition from Ralph Kimball is more precise:
A data warehouse is a copy of transaction data specifically structured for query and analysis.
What is a Data mart?
A data mart is a subset of a data warehouse. Suppose they have an organization established in many different locations and each location maintains a data warehouse which they call it as data mart because a warehouse will have all the data integrated and as far as data mart is considered it will be a part of the data warehouse.
What are uses of having a Data Warehouse?
A Data Warehouse, in general, is used to analyze trends over a period of time and enhances the decision making of an organization. Once the data is loaded into the warehouse will be creating an OLAP cube or directly use the data to analyze trends. Basing on which the top level management will approach their future business strategies.
Data warehouse Architecture
We will multiple sources there all the operational data will be stored. Some may store them in flat files and some in databases. They will have to read all the sources and perform ETL (Extract, Transform and Load operations) which will be used to integrate data from these sources and transform them into one unique structure and then load into their target data warehouse.
Data Warehouse Architecture
There are 2 approaches in designing your data warehouse. First one is “Top-Down approach” and second is “Bottom-up approach”.
Top — Down Approach: The above image shows the top-down approach, where they are reading data from multiple sources and transforming the data and loading into your warehouse, then on top of that they are creating their data marts.
Bottom-up Approach: The opposite of the above approach is this. Here they will be creating data marts first and then they will create their data ware house on top of all the data marts.
Data Warehouse Terms
The schema is a logical arrangement of tables in a data warehouse. They have schemas in relational databases. Very much like same Data warehouse has schema’s namely Star schema, Snowflake schema, and Fact-Constellation.Star Schema
In this logical arrangement of tables, the fact table will be at the center of the schema surrounded by multiple dimension tables. Fact and dimension tables are linked via a Primary — Foreign Key relationship. Fact table will be having foreign keys of all the Dimension tables along with the facts whereas a Dimension table will be having attributes which describe the Dimension.Snowflake Schema:
In this logical arrangement of tables, they have dimension tables connected to other dimension tables which in turn are connected to fact table via a primary-foreign key relationship. Else they can say that the Dimension tables in Snowflake schema are normalized. Because of the normalization, the data redundancy will be reduced and a lot of storage space is saved.Fact Constellation Schema:
A fact constellation schema, unlike the start or snowflake, will have multiple fact tables. It is also called as Galaxy Schema.Star Schema Example
In this schema shown, a fact table (sales) is connected to multiple dimension tables item, location, time and branch. Each dimension table has attributes describing the dimension and fact table has the foreign key of all dimension tables along with facts like dollars_sold and units sold.Snowflake Schema Example:
In this schema, a fact table (sales) is connected to multiple dimensions, whereas the dimensions item and location are again connected to City and Supplier dimension respectively.Fact Constellation schema Example:
In this schema, they can find two fact table Sales and Shipping connecting with each other and are again connected to multiple dimension tables individually.
Now they are jumping into the actual topic “Cognos Business Intelligence”.Overall DWH architecture
We will be dealing with Cognos reporting tool and Cognos Metadata managing tool and other useful tools that Cognos BI has.
Let’s go through where BI will actually come into picture
The below image shows overall Data warehouse Architecture. From data load to using the data loaded into the tables for enhancing the business of your organization. From all the data sources (may it be Operational databases, Flat files etc.) they load the data into data warehouse through different ETL process and creating cubes and using the data for mining purpose.
The below figure will describe the Business Intelligence flow how the data will be used for Business optimization. Business intelligence is a process from where you will be able to derive methods to enhance your business with the data that you have. Using BI one will be able to look at their data at different levels and will be able to make decisions to make their business better.
Cognos BI will be used to generate reports (list, crosstab, and charts). The below figure will show you the entire flow that happens with Cognos.
The first step in using Cognos BI is to gather requirements. This is possible when you understand your business structure and the data that drives your business. Once the requirement is finalized the next step is to create your framework metadata model. You can choose either to you star schema or snowflake schema or you can use the existing relational model.
After this step is done with they have to publish the model that they have created. Publishing the model will make your metadata model available for reporting purpose. Once your model is published, they can use the model to create different types of reports as per your requirement and they will schedule the reports basing your requirement.
Different Versions of Cognos
Cognos ReportNet (CRN) is a web-based software product for creating and managing ad-hoc and custom-made reports. ReportNet is developed by the Ottawa-based company Cognos (formerly Cognos Incorporated), an IBM company. The web-based reporting tool was launched in September 2003. Since IBM’s acquisition of Cognos, ReportNet has been renamed IBM Cognos ReportNet like all other Cognos products.
IBM Cognos 8 BI, initially launched in September 2005, combined the features of several previous products, including ReportNet, PowerPlay, Metrics Manager. There are also Express and Extended versions of Cognos 8 BI. Full features:
We can see different components and how they are fitting in. The top most layer, where they can see Cognos Connection, Administrator, Business Insight and different studios. They all are web-based and end-user needs not to install any client side software if he has the latest web browser installed.
The bottom layer is basically data layer where you may have homogeneous or heterogeneous database systems. Data may be relational or multi-dimensional. On top of it, they can see three modeling tools there — Framework Manager, Transformer, and Metric Designer. All of them are client based installation.
We’ll maintain the flow of components from top to bottom as shown in below BI components figure.
Before getting into the actual topics about how you create the model, deploy it and use it to create reports they have to first know the architecture of Cognos.
Cognos Business Intelligence framework is 3- tier architecture. The first tier of the architecture will be having the Web server which is responsible for the accessing the user interfaces. The second tier will be having IBM Cognos BI Server which will be having gateways and dispatchers to route requests from different UI’s to Database and communicate back to the server.
The Third Tier will have the data sources. You can have multiple data sources and they will connect to the Cognos server using JDBC or API’s.
The Below figure shows the architecture of Cognos BI:
In the data tier, you can see one more component called the “Content Store” which is a repository for the Cognos server. Whenever you save any objects reports, models everything the data is stored in Content Store database which once you reopen or reuse the existing object created will fetch the data from the Content Store. All this work will be performed by the “Content Manager”.
Content Manager: The content manager is responsible for connecting with the Content Store database and saving any report or model back to the Content Store.
Dispatcher: The job of dispatchers is to route requests sent from and to the Web UI/Windows based components.
Web-based and Windows Based components of Cognos
Cognos BI has two types of components,
1. Web-Based components.
2. Window based components.
Web-based components includes
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