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Technology Congestion is a not a recent phenomenon but the urgency around Digital Innovation and Digital Transformation has brought it front and center. Technology Congestion is a point in the Digital Journey where multiple technology initiatives, executed in parallel become entangled with each in a state where none of the initiatives, hampered by inter dependencies, prioritization, and cost, is able to complete, make progress and deliver business value. Modern Experiences Require Multiple Technologies Building a consumer driven, customer centric experience that truly delights and moves business KPIs requires several technologies to come together in almost a magical experience. This means that not on boarding and deploying multiple technologies is not an option or possibility. Enterprises have to build competencies in multiple technologies (and they have multiple strategic options to do so) and this can be a daunting task. Managing Technology Dependencies Often, an app-centric methodology requires a complete focus on the user and customer's experience. Delivering that experience can requires technologies that leverage each other or are inter-dependent on each other. Inter-dependencies can be sequential i.e. Technology A is required to be installed and operational before Technology B can be initialized. Inter-dependencies can also be matrixed i.e. a service X might require service Y to be complete and Service Y requires Technology B. Inter-dependencies can also be circular where System M feeds information into System N and System N, in turn, provides feedback to enable System M to iterate and improve. Innovation To A Screeching Halt Technology congestion can stall innovation. Sorting out dependencies can delay innovation and new product development and cause the enterprise to become anti-app-centric. The net impact is lost time and energy in technology installation and deployment with less than ideal focus and attention on customer value and user experience.

The quality or the lack thereof can be a huge contributing factor to a fractured and sluggish digital journey where ROI is hard to achieve and results come in short supply. The quality of data has a direct impact on the ability of the enterprise to be aware of relevant events, its reaction time, the decision time and its action time. A clear and concerted effort is required to measure and improve the data quality to drive better decisions and actions. Common Quality Issues The following are the most common quality issues Comprehensiveness Comprehensiveness quality issues refer to key attributes or data points missing from the data collected by the enterprise. This can occur when the data producing systems or the data delivery networks have glitches or malfunction or are incorrectly configured to miss entire rows of data or attributes of the data. Integrity Integrity quality issues refer to the corruption of the values of key attributes to contain unidentifiable or unreadable data. When key attributes are empty or null when they are by design, not allowed to be empty/null or when an attribute contains a value that does not meet the specifications of the type of the attribute for example, a string column contains an integer or a timestamp column contains a string not parse-able into a timestamp. Integrity of data is important before data can be included in the data set to drive analysis, decisions and actions. Sampling Sampling quality issues refer to the inclusion or exclusion of a certain percentage of the records in a data set with the assumption that the remainder records are good, representative sample of the original data set. Bad or inaccurate sampling can lead to a distorted view of reality and that can lead to bad decisions. In addition, sampling itself can make the data set inappropriate for certain types of analysis that require the entire dat set to be utilized for training. Filtering An upstream filtering scheme can end up removing too many or

To those who are used to a warehouse environment, walking through the maze and sorting out the various items safely might sound like a walk in the pack. To the visitors or new employees it is a different story altogether. Huge warehouses can be quite complicated especially with the various equipment's and different chemicals everywhere. There is hence a need for vigilance to ensure all the relevant people are informed on how the operations within the premises are run. Safety Safety within the warehouse is vital if the basic objective of an organization is to be achieved. It is imperative that the employees and any visitors feel safe within the workplace precincts. Warehouse signs can play an important role in this. Warehouses can be dens of danger if there are no adequate safety measures in place. Studies have shown that hundreds of workers die every year from work related injuries. These can result from; electrical faults, contact with hazardous chemicals, tripping from a slippery floor, a blast from explosives or from a forklift gone wrong. The hazards are many and so are the solutions. There are tens of stipulations on how employees' safety can be safeguarded but the most important of them is through the use of signs. Labeling of the various hazard areas can go a long way in ensuring that employees and visitors are adequately informed of the lurking dangers and appropriately informed on the precautionary measures to take. Effective signs The key purpose of signs is to inform or convey a specific message to another individual or individuals. Warehouse signs serve the same purpose and ensure that employees are well informed of what they are expected to do. To achieve this hence these signs should be well designed and written. The message to be conveyed should be clear with no room for ambiguity. The signs should be written in a language that is easily understandable to all without discrimination. If English is used, it is important to use another common lan

Are you AI-First? By editor Posted October 13, 2018 In Artificial Intelligence, Digital Strategy, Technology & Design 0 An AI-First company is an enterprise that has transformed to believe and understand the incredible and disruptive potential of Artificial Intelligence. Such an enterprise not only sees the value but can see the destructive impact of being left behind. An AI-First Company understands that it might not know all the answers but realizes that it needs to seek out a path forward with AI or risk being marginalized. Key Characteristics of an AI-First Company A-First companies might not be any different from their previous form but think and act differently. Here are some key characteristics of such companies. Approach to Problems and Planning An AI-First company evolves its approach to problems. AI-First companies realize that determining the existence of a problem and selecting the most consequential problems is a function of data and analytics. An AI-First company invests in building predictive mechanisms that can signal current or upcoming problems including the severity and priority of these problems. Building these predictive mechanisms becomes the first step in determining how and when to prepare for problems or upcoming issues. In addition, these companies leverage news and information that is generated inside and outside the enterprise as it is generated and ensure that their employees and customers have access to the insights embedded in the news and information. Approach to Products and Product Development An AI-First company understands how a prediction or classification could help them deliver a better solution to a problem faced by their customers and how their existing products can be adapted or new products created that change behavior based on the predictions and classifications. Enterprises that understand the power of AI ensure that data scientists come part of the core product ideation and development team with a heavy infl

GHS Label Information When it comes to labels, few are better known than the GHS labels (even if people don't always realize that is what they are called). GHS, or the Globally Harmonized System, is an international set of standards that are agreed upon to help ensure people from across many industries and around the world are all using universally recognized standards. This includes standards when it comes to the classification and labeling systems used for dangerous chemicals. The GHS labeling standards are used by regulatory agencies as well, including OSHA. While GHS is not itself a legal regulatory agency, most companies are required to follow their standards in this area because of the fact that their standards are adopted by governmental bodies. Common GHS Terms Whether reading GHS labels or making them, it is important to be aware of some terms that are commonly used. SDS - Safety data sheets are required to go along with most GHS labels. These data sheets can provide more detailed information about chemicals and other potentially hazardous materials. Class - Different types of hazards are broken up into different classes. Gasses that are under pressure would be one class. Acids could be another, just to give some examples. Hazard Groups - Hazardous materials are broken down into three groups, environmental, physical and health. Hazard Statement - Hazard statements are standardized to describe specific hazards. These statements give brief but essential pieces of information about the items being labeled. Precautionary Statement - This is a statement that provides instructions on how to avoid dangers when working with these materials. Signal Words - Signal words are DANGER and WARNING. Danger is to indicate a higher level of risk, while warning is for when there is a potential for harm but it is not quite as serious. Pictogram - Pictograms are the visual representation of specific risks. Typically they will just be a black image that is ea

Improving Hazard Communication in the Workplace Hazard CommunicationIf you're looking for ways to improve the overall safety of your facility, one of the best places to start is with an evaluation of your current hazard communication standards. According to OSHA, hazard communication violations are the second most commonly cited violations, as of 2012. In 2012 there were 4696 citations given in this one area alone. Sadly, very little has been done to change this problem over the past several years. Understanding how your facility communicates any type of hazard, and working on ways that can be improved, is an important part of keeping everyone safe. One of the best places to start is to review the OSHA regulation on this topic, which is titled, "Hazard Communication - 1910.1200." This will give you all the requirements that you will need to follow in order to keep people safe, and avoid any citations. Key Points in Section 1910.1200 After reviewing the entire section on this topic, you will want to go back and really focus on a few key points. These are some of the areas where most of the citations were given out, and also where some of the biggest risks exist. The following key points will be great places to start when it comes to improving the way your facility handles hazard communication: 1910.1200 (b)(2) - This is the section that covers how you need to communicate hazards that apply to any chemical that exists in a way that employees could become exposed to it. This applies to both normal exposure, and exposure during a foreseeable emergency. 1910.1200(b)(3)(i) - In this section, it details the requirements a facility has concerning the labeling of chemicals that come into the facility. Specifically stating that the labels may not be removed or defaced. 1910.1200(b)(4)(iii) - This area explains in detail that employers need to provide employees with sufficient training on how to react to a potential chemical spill. This includes how to

A swimming pool is a very good addition to any home as they add luxury and a place to cool off during hot sunny days. You should note, however, that swimming pools are just as dangerous as they are fun if the proper safety supplies are not implemented during use. One can easily drown in a swimming pool if you are not careful enough to follow good guidelines such as not swimming alone, and not diving headfirst into any pools that are not extremely deep and allow for diving. This holds especially true if you are not a good swimmer. You should therefore make sure to have safety products and supplies on hand at all times when using swimming pools. It is also wise to ensure that there is some form of supervision when the pool is being utilized. You can employ the services of a professional life guard or have a grown up look after children who are using the pool. You should note that the life guard should also implement the use of safety products and supplies irrespective of how good they are at swimming. Safety supplies for swimming pools start with exterior elements that ensure the pool is safe for use. You can start by putting up a fence and gate. Such steps to ensure the safety of small children who might wander into the vicinity of the pool is especially important. As well, safety supplies are very effective in restricting access into the swimming pool for others who might not appreciate the dangers. This will ensure that unauthorized persons who are not well experienced in swimming can not access the pool without authorization. You can also opt to put a cover over your pool. This will ensure that your pool is not contaminated by debris. It also prevents people from falling into the pool when it is not in use. Other safety supplies include floatation devices. Floatation devices can either be worn or used separately, such as when one holds onto the device and/or lays atop of the floatation device. Floatation devices come in very many shapes and sizes all dependin

Fire extinguisher Maintenance Fire extinguisher servicing or maintenance is required annually as per British Standard BS BS5306:Part 3:2009. This is carried out to ensure that the extinguishers are safe and will always function in the event of a fire. Independent Fire Services will always carry out maintenance to BS5306:Part 3:2017. Ensure your fire extinguishers are supplied and maintained to the highest standards by always using a third party accredited company such as Independent Fire Services Ltd which is accredited with BAFE (British Approvals for Fire Equipment). To gain this accreditation the company had achieve ISO 9001. Our engineers must do extinguisher maintenance re-fresher training every three years and also have an external audit within the same time frame. Fire Extinguisher Supply Independent Fire Services supply extinguishers of the highest standard. All of our fire extinguishers are supplied to BS EN3 standards and are BAFE approved and carry a five year guarantee if maintained by us. The range of fire extinguishers we offer includes: . Water extinguishers . CO2 extinguishers . Foam extinguishers . Powder extinguishers . Wet chemical extinguishers . Specialty Extinguishers Fire Safety Training Current UK legislation requires employers to provide training in the actions to be taken in the event of fire. We can help you meet this requirement by providing a range of comprehensive fire training courses, that include: Basic Fire Safety Fire Safety Awareness Fire WardensMarshall Training Train The Trainer Ensure you comply with government legislation and read more about our fire training courses. Dry Riser Testing and Maintenance In buildings which have Dry Risers these must comply with British Standard BS9990:2015. The annual testing and maintenance of Dry Risers is the responsibility of the property owners or managing agents. British Standard 9990:2015 recommends that the system is visually inspect

Ten Tips to Help You with Your Kaizen Continuous Improvement Strategy The Kaizen methodology encourages ongoing efforts to ensure continuous improvement throughout a facility. This improvement can come in many forms including waste elimination, improved efficiency, safer work environments and much more. To simply say that a facility is employing Kaizen strategies, is essentially meaningless if you don't have any concrete action items you are following. Whether you're just getting started or you are looking for ways to reinvigorate a Kaizen strategy that is not effective, the following ten tips will be very helpful. Each one can give you ideas on what you can do encourage improvement and allow that improvement to grow and expand long into the future. Tip #1 - Harness the PDCA Strategy One of the key concepts used in Kaizen is the "Plan-Do-Check-Act" strategy. This is a quality model that can be used when implementing any type of improvement in the facility. As you might expect, the PDCA strategy is a cycle of ongoing improvement that should never end. The steps are as follows: Plan - This step is where you identify an area where improvement is possible and make an initial strategy on what chance should be made to realize the desired improvements. Do - Implement the change, but only on a small scale. This may mean having one department make the change in some situations or for larger corporations, having one facility make the update. During this step it is also very important to be gathering as much data regarding the change so it can be properly evaluated. Check - Review the results of the change including the data that was collected. Looking to see if they had the desired impact or not is critical to know whether you should move forward with rolling the change out to other areas. Act - IF the data in the check step points to a success, it is time to push the change out on a wider scale. Once the change has been successfully implemented you wi

For many enterprises, transforming into a digital organization is a very big priority. Digitization is more than a passing fad; instead it almost is a precursor to survival in the next decade. Analog mechanisms of running businesses are no longer sustainable nor likely to give confidence to customers, employees, stakeholders and shareholders. Measuring Digital A digital organization is characterized by the following Time to Customer Insight The Time to Customer Insight in a digital organization is the time it takes to collect, process, analyze information to determine the health of a customer, their satisfaction with current products and services, their unmet, possibly unstated needs and the impact that external market events might have on the customer. Time to Reaction Time to Reaction is the time taken to react to a customer insight through the introduction of a new product/service to solve an existing or a new problem or through better packaging of existing solutions to address otherwise existing problems. Time to Market Time to Market is the time taken to bring a new capability, product or service to market often as reaction to a customer or market insight or feedback Time to Iteration Time to Iteration is the time taken to solicit, gather, process, analyze customer feedback and effect a change in existing products or services or bring new products and services to market to address the customer feedback. Digital Organizations Digital organizations are characterized with minimal Time to Customer Insight, Time to Reaction, Time to Market, Time to Iteration and a constant effort and investment into further optimizing and minimizing these metrics. Digital organizations focus on the flow of information through the organization and use of the information to generate and deliver more value for the customers. Key Characteristics of Digital Organizations Instrumentation of Interfaces, Products, Systems, Applications, Processes A digital organization ensures

Pandemic & Natural Flu Prevention with Simple Daily Habits The current Coronavirus Pandemic sweeping the world is causing all of us to look at our daily habits. Most of the focus has been on hand sanitation, covering your mouth if you cough or sneeze, and keeping your distance from people who may be at risk of spreading the virus. However, a more prudent action to take would be to look at the daily habits you have in place which could protect you long term from being in the high risk group of most likely to suffer severe consequences from contracting a virus such as COVID-19. Rather than resort to waiting for an immunization to emerge, you could start now to adopt daily habits that support natural pandemic and flu prevention. This high risk group comprises people over the age of 60 who are immune compromised and/or have an underlying health condition that makes them more susceptible to disease and death from that disease. Unfortunately, the health of our population as a whole has been declining for many years now. Have a look at some of the statistics: From 1990 to 2013 there was a 141% increase in deaths from Heart Disease. From 1996 to 2009 there was a 145% increase n people suffering from Asthma From 1999 to 2015 there was a 150% increase in Inflammatory Bowel Disease From 1990 to 2015 there was a 250% increase in Epilepsy From 1999 to 2010 there was a 300% increase in Diabetes From 1996 to 2018 300% more births required fertility treatments. From 1991 to 2015 there were 783% more deaths from Alzheimer's Disease From 1990 to 2018 there was a 4,200% increase in Autism Common diseases are now increasing at epidemic rates, but none of this is hitting the headlines of our mainstream media! What could be causing this massive decline in our population's health, and therefore making us more vulnerable to pandemics like COVID-19 and seasonal flu viruses? Nutrient Deficiency Diseasesmineral-defiency-deseases-and nutrient deficiencyDr Wallach has been saying for man

One of the most common misconceptions out there is the belief that technology equates innovation. Innovation is the creation of new value through a better solution for a problem that either does a better job in solving the problem or does so in a manner that the solution is accessible in a larger set of circumstances by a larger number of people. On the other hand, technology is simply the tooling that holds the promise of new solutions but by itself, is meaningless. Enterprises can become enamored by the promise and hype about technology and go down long, complex journeys, invest millions in upgrading technology and still come out empty on the other side because they built technology for technology's sake. Even in well intention boards and C-suite, industry peer pressure and hype around technologies can force action that ultimately leads to massive investments in people, software, technology, and vendors but does not yield the ROI promised by the technology. Leadership The problem can be accentuated when not enough due diligence is done on the applicability of the technology to the enterprise given the current state i.e. the point in time when the technology is being introduced, the customer's propensity to accept the technology-driven solution i.e. are the users ready to embrace, adopt, learn and utilize new solutions and burning problems that necessitate the adoption of new technology to better solve the problem. When the timing of new technology introduction is gotten wrong, it almost always fails to deliver on its promised ROI. Leaders need to rise above the hype and peer pressure and ensure that they understand, first and foremost, the burning problems that plague their customers or make the bedrock of their future strategy. Next, leaders need to ensure and validate that the technology in mind can actually be used to solve the problem through rapid prototyping and minimal investment. Once customer feedback on the prototype has been validated, then only

Improving Indoor Air Quality Indoor Air QualityWhen trying to make improvements to the workplace, many companies don't even consider the actual air that is breathed in by everyone all day. Indoor air quality can be a significant problem that can have a wide range of different effects on employees throughout the facility. Some of these issues can be immediately seen, such as with allergies. Others may take longer to develop, but can be very serious. If you are not taking air quality seriously in your facility, you are not only doing everyone a disservice, but you could be exposing the company to the risk of potential lawsuits years down the road. With this in mind, take some time to look at five of the most important things that you should know about indoor air quality, and how you can make simple changes to improve it. According to OSHA's Safety and Health Topics: Poor indoor air quality (IAQ) has been tied to symptoms like headaches, fatigue, trouble concentrating, and irritation of the eyes, nose, throat and lungs. Also, some specific diseases have been linked to specific air contaminants or indoor environments, like asthma with damp indoor environments. In addition, some exposures, such as asbestos and radon, do not cause immediate symptoms but can lead to cancer after many years. 5 Things to Know about Indoor Air Quality 1. Proper Ventilation and Filtering One of the biggest problems in most workplaces is that the air in the facility doesn't get properly circulated. As the air is breathed, moved around machinery and exposed to cleaning chemicals, it keeps picking up more and more contaminants along the way. Over time, this air can become hazardous to your health and lead to things like headaches, allergies and many other issues. This is why OSHA and many other regulatory organizations recommend reviewing your facilities air ventilation system and filtering. By taking the air from within the facility and venting it outside, all of these common contam

Make Construction Safety a Priority Everyone knows that construction sites can be very dangerous. The more you know about the types of danger you will face, however, will help you to take steps toward keeping everyone safe. Look over the following 10 safety facts and see what you can learn about how to improve the overall safety of your facility. In addition to using this information to help you to make safety improvements, you can also show these items to the workers at any site so they can be more aware. Some of these facts may surprise people, and cause them to be more aware of their surroundings. According to OSHA, "Nearly 6.5 million people work at approximately 252,000 construction sites across the nation on any given day. The fatal injury rate for the construction industry is higher than the national average in this category for all industries." 10 Tips to Improve Construction Safety Fact #1 - Losing your Load On construction sites people use machines to lift and move all sorts of things on a regular basis. Whether it is lifting wood or metal beams, or you are digging out dirt to prepare to lay a foundation, this is an essential part of most jobs. The vast majority of times this type of activity goes very smoothly and the jobs are completed without incident. The fact is, however, that having loads come loose while in transit is actually a leading cause of injury on construction sites. You need to keep in mind that even if you don't lose the entire load, people can be severely injured from even one thing falling out of a crane or back hoe. With this in mind, people working on site need to know to stay well away from this machinery, and the machine operators need to know to avoid moving items when people are nearby. Fact #2 - Entering and Leaving Heavy Machinery Another safety issue related to working with heavy machinery is related to operators getting on and off of the rigs that they will be working on. While this is something that they of

Industrial color codes To minimize workplace injuries and accidents requires the combined input of both the employer and the employees. There are tens of hazards lurking everywhere within the organization and while it is not possible to cover every angle, properly informing the relevant persons of the potential hazards can go a long way towards ensuring safety. Workplace safety is a great concern and immense regulations have been put into place and they are strictly enforced. These regulations have also ensured that the workers clearly understand their responsibilities and their rights. The employer has a huge responsibility of enforcing the set standards and ensuring safety to all. This can be achieved through a number of ways, including using industrial color codes and other appropriate marking and signs. Involving the staff Workers have a major stake in the safety of the organization and they will determine the success of any safety regulations put in place. It is hence important that they be involved right from the start and they be adequately trained to understand the purpose and meaning of each industrial color code and marking used. Sticking to simple and easily understandable colors and signs

The GHS and You - 5 Big Changes April 10, 2014 by Tony Ferraro If your workplace handles chemicals, particularly as the initial producer or as a distributor to clients, it's time to familiarize yourself with the global harmonization system (GHS) of classification and labeling chemicals, or the GHS, for short. What is the GHS? The GHS, first proposed to the United Nations in 1992, is an attempt at bringing some uniformity to the chemical labeling procedures of the developed world. Member nations, based upon their own time-frames, signed on to promise to convert to the GHS method of labeling chemical substances by a certain date. The idea was and still remains to make international business and production easier by having chemical labeling procedures that wouldn't slow down import and export, and would be easy for everyone involved to understand. This also greatly reduces transport costs as materials aren't having to be re-labeled or re-inspected as they cross borders. Last, but certainly not least, the GHS protects workers by ensuring the risks of handling any given material are clearly stated in an easy to understand manner from the beginning. According the UN's publishing of a GHS guide, the following are succinct statements of the GHS' most important goals: Defining health, physical and environmental hazards of chemicals: Creating classification processes that use available data on chemicals for comparison with the defined hazard criteria; and Communicating hazard information, as well as protective measures, on labels and Safety Data Sheets (SDS). OSHA.gov - GHS What does this mean for me? In the United States, the time-frame for adoption is staggered over several stages. On March 2012, the final rule for how workplaces should adopt their policies was published, and employees were required to be trained on these new procedures by December 1, 2013. Interestingly enough, the adoption of the standard by product manufacturers is not required until Ju

For people looking to become involved in the security industry, specifically the close protection of individuals, an accredited training course is a must. Before you can apply for your SIA license, a thorough training plan needs to have been completed to ensure you're equipped for any eventuality.Do Training to ensure you're well equipped for any security job by below step.

We hear this comment occasionally from customers, but the important thing to consider is what are they comparing our products with to make this comparison? Let's have a look…. What are you actually getting when you purchase Youngevity's core 90 for Life Healthy Start pack?90 for Life pack Vitamins that are "grown" from certified organic fruits and vegetables, rather than vitamins produced synthetically in a laboratory. Youngevity grows specific crops in mineralized soils to reap the particular vitamins they include in the Tangy Tangerine and OsteoFX products. Unlike synthetic vitamins, the body rapidly absorbs and uptakes these plant-derived and natural vitamins. They come as nature intended us to have them, complete with enzymes, natural fiber (prebiotics), and probiotics. As such the body can easily utilize them. Plant Derived Minerals, rather than rock-based minerals. Humans were not intended to eat rocks whether crushed or whole! The only way we can readily absorb minerals is after plants have uptaken the rock minerals from the soil and through photosynthesis converted those minerals into many times smaller particles that easily pass through the human cellular structure. These Plant Derived Minerals used in Tangy Tangerine and OsteoFX are typically around 98% absorbable whereas rock-based minerals are at best about 8% absorbable. If you're considering product cost you would have to factor in the cost of 92 cents of every dollar you spend on supplements with rock-based minerals are being flushed down your toilet bowl. Careful production methods are used to ensure maximum nutrient value is retained, and preservatives are not required. Youngevity uses a slow spinning, low heat process to convert the fresh fruit and vegetables in the Tangy Tangerine 2.0 powder and OsteoFX powder formulations which, over many hours, produces the microcrystalline powders in these 2 products. The low heat means vital plant elements such as prebiotics and probiotics are

A lot has been said about agility and the need for enterprises looking to innovate and disrupt to build agility. Agility, at the same time, also gets confused with the process of scrum. Small and large teams get enamored with the idea of scrum and mistake the process with the state of being agile. This is often more detrimental to the enterprise and can often create more process and not enough real agility. What is Agility Agility is the efficiency with which an enterprise executes and delivers on its objectives and goals. Agility is the ability to react to changes in goals, feedback from customers and shifts in strategy. Agility, from the outside, looks like a predictable stream of value delivered by the enterprise that matches and exceeds the needs of the customer. Organizational agility requires agility at multiple levels within the enterprise to drive the insights that can channel and align the efforts of the entire organization by leveraging data and information to make quick and informed decisions. Business Agility Business and customer-facing employees need to achieve "Business Agility". This is the ability of these employees to react to business critical in real time if needed and have access to the latest information at any decision point. Business Agility enables users to reduce the latency or lag between a need in the market or of the customers and when they are able to service the need. Decision Agility Analysts and data scientists creating the insights to drive decisions require "Decision Agility" i.e the ability to easily discover, leverage and use data for analytics and insights through any and multiple tools and channels. Analysts and data scientists need to produce insights that reduce the time and effort required to convert data into information and insights that are required to drive key decisions and actions. Development Agility Application developers and data engineers need the ability to easily generate, collect, access and deli

Blockchain are certain to disrupt almost all industries fundamentally. Though there are technical issues, the idea of utilizing a blockchain to prove ownership, to prevent double spending and to establish trust and transactions in an otherwise trust-deficient world, is gaining excitement and acceptance. More and more enterprises are getting curious about the blockchain and are willing to start investing in learning, prototyping, and building on top of the blockchain technology. Starting out with the blockchain requires investment in a building the domain expertise, establishing the identity, establishing the infrastructure and deciding the blockchain that the enterprise wants to work with. Among these decisions is the question: Should the enterprise choose a public blockchain or a private blockchain. Both have advantages and disadvantages and the question can often come down to what are the short term goals and potential applications that the enterprise wants to build on the blockchain. Public BlockChains The default option when considering blockchains is the public blockchain. This is the blockchain that is truly decentralized, leverageable for any type of transaction and in the case of the Ethereum blockchain, offers SmartContract authoring capability that makes the blockchain very attractive for building contracts that reflect the needs of the real world. However, for an enterprise deciding between public or private contracts, there are some considerations that require attention. Speed and Scalability Public blockchains tend to be slower as they are limited by the number of transactions that can be verified every second and confirmed every 10 minutes. There are several efforts underway to make blockchains faster and more scalable however those will take time to get implemented. Speed and scalability will continue to be an issue and contracts and applications that require instant or near real time execution will suffer from this lack of speed and scale. Se