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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

Lean Management - A Guide To Starting Out Right Much like anything over-used and spread before those singing praises have done a lot of research, Lean is a concept that sometimes, despite the best of intentions, misses its mark. Lean principles aren't particularly tricky, but with many offshoots and brands of the ideology, it can be easy for new Lean managers to get caught up in misinformation. At its core, lean is about eliminating all kinds of waste from your business. It sounds simple enough, but one of the biggest problems for many newbies is changing your concept of just what "waste" is. Once you've got a grasp on that, you need to move onto individual strategies that can help you eliminate that waste. In this article, we're going to go over how to accomplish both of these tasks as a manager who may be new to Lean by exploring unique facets of this management type and how they interact with elements of your business. One of the largest differences between Lean management and traditional styles of management is that in a traditional methodology your primary (and nearly sole) concern is the end of the line result. While Lean is of course concerned with achieving superior end results, its focus is on the processes that get you there. In this sense, what you learn and practice as a Lean manager is more about making individual pieces work together efficiently than having a tunnel-vision focus on numbers and figures at the end of the cycle. The Relationship Between Lean management, Waste Elimination, and Continual Improvement "If someone tells you that "lean management is this" and not something else, if someone puts it in a box and ties a bow around it and presents it in a neat package with four walls around it, then that someone knows not of what they speak. Why? Because it is in motion and not a framed picture hanging on the wall. It is a melody, a rhythm, and not a single note." - Lawrence M. Miller, Management Meditations While perhap

Modern, RESTful APIs are not considered standard, table stakes and expected out of any new project, effort, application, system, service or product. It has become so normal to talk about developer interfaces, developer adoption, application development and innovation in the same breath as APIs that a distinct effort to build APIs for a new product or service seems out of place and abnormal. APIs are the defacto standard of app development. So where do we go from here? We believe that APIs are about to enter the second growth spurt. APIs will evolve from not just interfaces and integration enablers into the rockets that propel enterprises towards innovation and market dominance. Here are three key trajectories that will lead the next API evolution and revolution. Innovation - Starts, and Ends with APIs All modern technologies such as Artificial Intelligence, Machine Learning, ChatBots, Analytics, BlockChain etc. begin and end their stories with APIs. APIs are what enables the communication between front-end user interfaces and the backend technology services. All new machine learning capabilities offered out of the big four tech companies have seen the light of day through APIs. Intent & Sentiment extraction, Topics, Categories, Summarization, Image Recognition, Entity Extraction etc. are all capabilities powered by Machine Learning, Natural Language Processing that is ultimately being delivered as APIs to application developers. Similarly, ChatBots are typically designed to get the user entered text, use an intent API to determine intent and then use a service API to respond to the user conversationally or with a service. Clouds - Multi-Cloud, Hybrid Cloud As the big three cloud providers grow their market share and attempt to attract attention, increasingly, enterprises need to think about how they minimize their risk by building in the flexibility to switch their cloud provider if and when they need. In addition, hybrid architectures or a cloud migration

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

Tips & Tricks for Efficiently Tracking Lean Projects Recently, we wrote about a couple of problems facing many Lean practitioners. These were problems that hindered their learning process and often caused overconfidence. Amongst the advice to help combat these problems arose the need for detailed tracking and note taking with regards to practice and progress. Being able to accurately track not only the effects but also the process of a Lean project is critical to ongoing success, and is a key to stimulating growth amongst not only the receiving end of your project objectives, but also amongst the employees and Lean practitioners themselves. To start off, let's take a look at the current state of Lean project tracking for many Lean practitioners. A recent LinkedIn discussion posed the very question of project tracking, and sought to understand a few different distinct metrics. In addition to measuring the effectiveness of any program when it comes to completion, tracking can also be about measuring the scope of your projects, so that you can accurately project what the effects will be before you actually reach the stage at which you expect them. Part of this "scope" involves tracking exactly who is involved with your project, who is affected, and how they are progressing in their respective tasks. Where we are now First of all, it's important to evaluate the current methods that are prevalent in Lean record keeping. The LinkedIn discussion starter, self-identified as Ian R., mentions in his opening post that, when he last posed the question about a year ago, the consensus was that most practitioners were simply using excel spreadsheets for their tracking needs. While there's nothing wrong with relying on Excel for the basics, other users were quick to offer up some slicker alternatives, signaling a sharp (and welcomed, in our book) departure from some of the more basic methods. Unsurprisingly, there exist several specialist software applications whose n

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

Digital Transformation is tough, even for seasoned technologists. This is because it is a transformation of an organization at its core. Everything from culture, technology, ideation, development, integration, delivery, and support needs to fundamentally shift to be more customer-centric, service driven, automation first and experimental in nature. No wonder that a lot of organizations take a long time and a lot of investment to see ROI from their digital transformations. Here are 5 signs that your digital transformation might be in trouble. Culture mistrusts the core digital transformation team You are spawning new initiatives before completing previous ones Decisions are top down with low accountability at the leaf nodes You tend to focus on technology stacks with little focus on customer value Inter-organization politics stifles cross-organization scenarios Culture mistrusts the core digital transformation team It is almost impossible to make an entire organization aware and participate in digital transformation at the same time. There are exceptions but in our experience, starting out with a core digital transformation team is a much better strategy than otherwise. This team should be enabled to attack a limited set of important and business relevant problems, build cutting-edge solutions and use them as examples to train and evangelize digital transformation strategies to the rest of the organization. However, the more entrenched an organization in the old way of doing things, the harder they might this central team. Resistance can be active and passive such as refusal to share data or provide the relevant context of the problem. An organization that does not set up the early crusaders for success almost always has a much harder time showing value from their digital transformation activities. You are spawning new initiatives before completing previous ones Executing on a digital transformation strategy is much harder than defining the strategy especially fo

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

In the past decade, cell phone usage while driving has sprang up as a major driving safety issue in the United States and many other developed countries. Originally, teens were the primary target of anti-texting and driving campaigns, but now that cell phone usage is standard amongst a multitude of demographics, the issue has become more broad and is impacting a larger population. According to OSHA's page on Distracted Driving: The human toll is tragic. DOT reports that in 2009, more than 5,400 people died in crashes linked to distraction and thousands more were injured. "Texting while driving" has become such a prominent hazard that 30 states now ban text messaging for all drivers. OSHA - Distracted Driving From checking Facebook, to making phone calls, to checking in with friends and loved ones via text, cell phones have become distracting in the workplace as well, and many companies have, in recent years, implemented cell phone policies on usage to help to maintain productivity. Just like with regular driving, however, cell phones also present a safety risk to workers on the job, especially when machinery and vehicles are being used. In this blog post, we're going to cover various aspects of cell phone workplace safety with regard to work sites. Cell Phone Workplace Safety and Transportation Many of the most problematic workplace instances of cell phone distraction, just like in the rest of the world, come from those who are constantly driving. In your company, this might mean that a delivery truck driver gets distracted and hurts a worker on their way in or out of your warehouse, or it could mean that they injure a civilian or damage someone's property while out on a delivery. Either case you want to avoid, and with damage or injuries to outside parties, you have even less coverage (no worker's compensation, etc.) than if you had an incident contained to workers and company property. The best way to void these distractions are to set hard rul

Keeping our skin healthy is an important part of a modern lifestyle, as it not only makes us look better but also feel better. too, as we get older we have to be more careful about what we put on our skin. There are numerous products on the market that promise to nourish your skin and provide it with various vitamins and minerals, and many of these products contain lab-created, unnatural chemicals. None pack in as many different benefits as Dead Sea minerals. Because products using Dead Sea based salts (or other forms of the minerals) contain such a high concentration of vitamins and minerals, they're able to have a greater nourishing and beautifying effect on the skin than other products. The biggest problem that people face with their skin is that of moisture levels. Some people suffer from dry skin, which can be itchy and sore, and others suffer from skin that's too oily, which can be unsightly and cause pores to become clogged, leading to acne. Just living a normal, everyday life can cause the skin's natural balance to become unstable, and the best way to deal with these very common problems is by applying and using products that contain minerals found in the Dead Sea. The Dead Sea minerals that are helpful to skin maintenance are boron, bromine, calcium, iodine, lithium, magnesium, manganese, potassium, sodium, strontium, sulfur and zinc. Boron: helps to reduce and relieve symptoms of dry, flaky skin. Bromine: relaxes the nerves under the skin, calms facial muscles and works as an anti-inflammatory substance to reduce swelling and puffiness. Calcium: helps to protect and regenerate skin cells and cells under the surface of the skin. Iodine: helps skin cells in their everyday functions and metabolizing processes, which means that they stay healthier for longer. Lithium: enables other minerals to have a greater effect on the skin, and is especially useful in helping to reduce flakiness. Magnesium: probably the most useful mineral for skin, as it a

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

Sentiment, Sentiment Analysis, Sentiment Tracking have become a hot topic with multiple 'AI' startups focussing on providing sentiment driven insights to enterprises. The number of such startups points to the potential that enterprises see in Sentiment analysis and the impact it has on how the enterprise plans, operates, executes and delivers value. Sentiment Analysis is process of extracting sentiment (emotion or feelings) captured in signals that are embedded in various types of media such as print, text, audio, video, images etc. For example, if a reporter submits a report on a particular enterprise, the sentiment embedded in the article can point to how excited, worried, upbeat or impassive they might are about the enterprise. This sentiment can be then used by the enterprise to understand the perception about the enterprise that the external market carries and whether that perception is improving, degrading or staying unchanged. This insight can be used by the enterprise to improve their go to market plans, change their PR strategy or even go deeper and change their product strategy. Sentiment Analysis Is Not New The tracking, measurement and use of Sentiment is not a new scenario. Enterprises have been leveraging the output of sentiment analysis for a long time. User surveys, focus groups, market research, customer interviews etc. are all examples of generating data to perform and track sentiment. Similarly, influencer marketing through association with influencers or events or organizations with a certain perception or sentiment associated with them is a common technique to improve the enterprise's own sentiment. Sentiment Analysis and strategizing based on the analysis is a common and required function for any enterprise. Sentiment Analysis Using Artificial Intelligence With the advent of Artificial Intelligence (AI), enterprises now have another technique in their kitty to understand how they are perceived in the market and how that perception i

Lean has been helping companies streamline their production, eliminate waste, and generally improve the way things are done for many years. Initially, the concepts behind lean were primarily used only in companies and facilities that were directly involved with physical product creation, such as manufacturing plants, factory floors and things of this nature. However, over time the lean methodologies have been adapted and implemented in almost every other type of business, ranging from health care to information technology, and many more. When done properly, lean can help improve virtually any work environment to help eliminate waste, improve communication, and to help ensure that the products or services being developed are indeed something customers will be interested in. For instance, when working in an information technology environment, it is important to be able to understand how lean strategies can be implemented, and why they are so important. The following are some of the most significant reasons why lean IT strategies should be taken seriously by any company that uses technology in their business (which is almost all of them!). Lean Promotes Ownership One of the things about lean strategies in an IT environment is that virtually every task completed is owned by an individual. Even if a person does not do all the work for a particular project, he or she will be directly responsible for overseeing it. This creates a sense of ownership, which can help in a variety of ways. It will give other teams a single point of contact for obtaining updates, providing feedback, or requesting changes. This will also allow the owner of a specific project to drive the progress directly, rather than having to rely on large committees or other types of groups to receive pertinent information. It is important to note that just because one person owns a process or project does not mean that he or she can simply dictate things to other groups. Instead, that person is there to

How to Create Bumper Stickers for Your Sticker campaigns For everything from political campaigns to social causes and beyond, cars adorned with bumper stickers are a regular sight across the country. Regular stickers, even more common, are a staple of our world from a young age, and an easily recognizable object for even children. Have you ever wondered how they're made? Sure, there are many companies that print stickers and the like in bulk for a third party, but there are also countless custom sticker campaigns floating about with highly customized messaging, some of which sprang up nearly instantaneously from their creative parties. These aren't cheap, flimsy creations either, some of them are the backbones of grass roots organizations that have changed the way we think and live our lives. Whatever your idea or needs, you're reading this because you want to create your own stickers, labels, or some other similar creative piece with professionalism and reliability. Let's take a look at exactly how you might get that done. Step One - Get Your Printer Especially if you're going to be producing large quantities of whatever you're making, it will be important that you have a reliable printer that isn't going to break down on you. For this reason, I'd suggest a thermal printer. Thermal printers have relatively few moving parts compared to traditional printers. Thermal Printers 101: The primary way in which thermal printers differ from traditional inkjet type models is that they use heat to transfer or even produce text and images. There are two subtypes: thermal transfer and direct thermal. Thermal transfer printers heat an inked ribbon which is then rolled over a paper or high-graded vinyl, transferring an image. Direct thermal printers work with thermal-chromatic paper, but do not require any ink. A heating element is pressed against the paper in the pattern of the text or imagery desired, and the paper responds by changing color in those places.

A pitfall in the path to innovation and disruption is the lop sided focus on "creation" and not enough focus on "consumption". Creation is the process of creating platforms, products, and solutions where as consumption focusses on ensuring that the created artifacts deliver the intended value. Too often enterprises get caught up in "creation" or enabling "creation" and lose sight of the fact that without consumption, anything they create is bound to be a failure. Creation & Consumption can not be Sequenced A misconception that often exists is that "if we build it, they will come" i.e creating the product and solution is enough and its existence will automatically lead to consumption and value generation for the customer. However, creation and consumption cannot be sequenced i.e. made a focus sequentially. Creation and consumption only succeed when they go hand in hand where tight, iterative loops ensure that the creation is informed by consumption trends and feedback and that consumption is also leveraging the latest creations. What Does A Lop-Sided Focus Look Like The top 3 signs of this lop-sided focus are as follows Focus on Building Platforms When the focus of the enterprise is building platforms and when customer value is only created when a developer leverages the platform to build a customer facing application, it often means that the effort invested in the platform has no ROI. When the focus is on platforms, application investment suffers and the platform builders get sidetracked with platform KPIs as opposed to business value KPIs. The platform builders might only focus on "Developer" satisfaction when ultimately, customer satisfaction matters for the business. Focus on Tools, Not on Solutions Another sign of lop-sided investment is a focus on tooling at the expense of solutions. Enterprise teams can often go overboard with building large libraries of tools and using the adoption of the tool as a metric of success. However, simil

Social distancing is the new buzz word for 2020. Measures imposed by governments across the globe have caused the cancellation or postponement of sporting leagues, events and tournaments, leaving a gaping hole in the lives of sports fans everywhere. Luckily, the internet means there are still plenty of ways for everyone to get a daily dose of exercise and sporting entertainment. Social Distancing Exercise Daily exercise is as important now as it has always been. Whilst there are no team sports allowed, there are still plenty of ways to stay fit and active. Being allowed out for daily exercise means running and cycling are still on the cards. And for those with extra energy to burn, High-Intensity Interval Training (HIIT) sessions are all the rage. YouTube is full of HIIT workouts lasting between 10 minutes and 1 hour. King of HIIT and the nation's favourite PE teacher, Joe Wicks, has plenty of videos online to suit everyone from beginners, kids, and seniors to hard-core fitness fanatics. Online Gaming Online gaming offers up the thrill of sports, albeit without the physical aspects. And you don't need a PlayStation or Xbox as plenty of computer games and apps are downloadable. Dream League Soccer 2020 - Take charge of a footie team, building it from over 3,500 players and rise through the ranks of eight leagues to the top flight of football. TGC 2019 - An authentic golf sim that lets players design challenging courses, compete in Skin wager matches, or become a golfing pro in the PGA Tour Career mode. NBA 2K20 - Adapted for Android, this basketball app has multiple gaming modes. Build a career, compete in streetball tournaments, or become GM of your own team. Even Formula One is getting in on the online gaming act by running virtual races with current and past drivers fighting it out via a video game. F1 fans can watch the races on Sky Sports, YouTube, Twitch, and Facebook channels. Not a fan of online gaming? You can always challenge yourself with one

Safety Myths We Could All Live Without Safety MythsI'm going to level with you today: There's a lot, and a mean a metric ton, of misinformation when it comes to safety in the workplace. The more experience you have, the more and more you discover which of the things you've been told actually seem to hold up to the action of a real workplace, and which advice becomes clearly idealistic and less useable. That said, why can't we just skip past the clutter? Why do myths about the nature of safety and accident prevention continue to circulate when experienced practitioners know them to be complete bologna? To be honest, I can't answer that, but hopefully what I can do is more useful; in this article, we're going to go over some common workplace safety myths and dissect them so that, with a whole lot of luck, they won't leave anyone's lips ever again. Accidents Happen Safety Myths AccidentsFirst of all, yes, accidents do happen… but the statement itself is dismissive, and suggests that some things are just out of our control. The problem with this sentiment is twofold. First of all, it's a slippery slope: If you decide one thing is out of your control, it's easier to accept that another thing might be as well. Before you know it, you're leaving too much up to chance and not enough up to your problem solving skills. The second problem is that the idea that accidents just "happen" of their own accord is silly and untrue. There is always something you can do, and you should always be actively improving your safety by finding these things as they come along. One counter example to this that people sometimes come up with is a case in which an employee does something really boneheaded and gets themselves into a dangerous situation. "Isn't that kind of out of my control?" one might ask. Actually, there are two possible situations here: 1. The worker deliberately put themselves in harm's way for some unknown reason. In this case, a resu

It happens to all of us in every day life, from time to time uneven ground, slippery surfaces, or a momentary distraction can send us tumbling. In most cases, we're lucky to walk away relatively unscathed, but slips, trips, and falls can also cause major injuries and complications. This is especially true in the workplace, where heavy equipment, moving vehicles, and other factors can be involved. Let's take a look at some effective methods you can improve your efforts to prevent these common injuries. Why You Should Care While slips and falls can be serious, we witness minor tumbles more often, desensitizing us to the potential for injury, death, and work loss days as a result. To counter this perception, however, the U.S. Department of Labor put out some startling statistics: According to reports filed, slips, trips, and falls are second only to motor vehicle incidents in accidental deaths every single year. Furthermore, one quarter of all injury claims filed in a year will come from slips and falls, and the estimated work days lost per year to related injuries number nearly 100 million in the U.S. alone - accounting for over 60% of all work days lost. Clearly, there are improvements to be made, and a large cumulative consequence when they are not. Decreasing Trip, Slip, and Fall Frequency caution-wet-floor-signMinimize slippery areas: Depending on the type of business you're in, the areas that become greasy or slippery in your workplace, and the root causes behind them, are going to be different. In a restaurant kitchen or food-related establishment, kitchen floors may become slippery with water or greasy from food scraps. In a production facility, a material spill might leave a floor dangerously slick. In a supply yard, sawdust, dust, or machine grease and grime might account for your most dangerous slipping hazards. While slippery areas are sometimes unavoidable, the length of time areas are slippery can be controlled and minimized. Make it employee pr

Enterprises across the board have a lot of untapped potential in their data. The data is not only relevant and useful within the enterprise but can be a valuable source of insights for the enterprise partners and customers. In some cases, the value of this data can be high that partners and customers are willing to pay extra to get access to this information at a certain fidelity, freshness or scope. Enterprises that do not have a clear and coherent monetization strategy are leaving money on the table. In addition, they stand to lose customers to competitors who gain the first movers advantage by addressing this market need. The Value of Data The first step in determining a monetization strategy is an audit of the enterprise data assets and a determination of the customers who are interesting and willing to pay a premium for access to this data. The Value of Data is proportional to the following: Freshness The more "fresh" a dataset is higher its value typically. This is because there is an advantage in the early visibility provided by first access to new information. 'Freshness' is defined the latency between the creation of data and the delivery of the data to the consumer. Consumers of data will pay a premium for fresh data if it fits into their decision and action strategy. Fidelity Higher the "fidelity" of data i.e. how much detail a particular data point carries also increases the value of the data in the eyes of the data consumer. Higher fidelity data offers more information and detail enabling the consumer to design highly valuable analysis that leverages the additional details offering a deeper insight into the situation at the present or historically. Raw The more "raw" a data set, higher its value as it can support a much larger set of analysis scenarios that a processed data set could support. Data sets that are aggregated, sampled, filtered or transformed can have a lower value as they can severely limit the type of analysis. Raw

Eliminating Awkward Postures For most companies, the work that employees perform on a daily basis can be quite physical. This type of physical labor can lead to a wide range of injuries. Of course, to improve on workplace safety it is important to do all you can to help reduce the amount and severity of these types of injuries. One easy place where you can start is with the different postures that employees take while performing their day to day activities. In many cases, they put themselves in awkward postures, which increase the risk of injuries to the back, neck and other parts of the body. Fortunately, there are typically alternative ways to do things or even tools that can do those tasks for them so they can avoid injury. According to OSHA: Working in awkward postures increases the exertion and muscle force an employee must apply to complete a task and compresses tendons, nerves and blood vessels. In general, the more extreme the postures the more force is needed to complete the task. Examples of awkward postures include performing overhead work, bending or twisting to lift an object, typing with bent wrists, and squatting. The important thing is helping to identify the awkward postures, and help find alternatives for the employees. The following five positions should be removed from the workplace as much as possible so that employees can complete their work with as little risk for injury as possible. 5 Awkward Postures that Should be Avoided 1. Working with Arms above the Head The first awkward posture that is commonly seen in workplaces is trying to complete tasks with your arms above the head. There are many examples of this, some of which could include holding up a board while it is secured in place, or even painting a ceiling. Any time you are working with your arms over your head, you are putting added strain on your back. In addition, your arms are going to fatigue much more quickly than they would in a more natural position. This can put you at r