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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

One of the key milestones on the Digital Journey starting with a Digital Strategy, Digital Transformation and then sustaining on Digital Innovation is the point where the enterprise reaches a point of data maturity powered by a single, organization wide, consistent version of the truth including the state of the customers and the state of the business and the state of the employees. This point is critical as it becomes the launchpad for several, forward looking initiatives including Artificial Intelligence, ChatBots, Blockchain etc. "Complete" A Complete version of the truth ensures that the following criteria is met: Entity Pivot The key entities that need to be tracked to generate a complete, comprehensive version of the truth are the following Employee Employees, regardless of customer facing or not, need to be understood including where they excel vs. struggle and where their struggle impact the customer experience. Key information about employees that should be tracked is what the employees are working on, how productive they are and how often they introduce delay and errors in business processes. Business Business visibility requires that the enterprise be able to track key metrics such as customer lifetime value, customer attribution, customer acquisition cost and customer satisfaction. In addition, the stage of the customer ranging from prospect to commit to paying customer to abandoned needs to be tracked. In addition, the customer's quality of service and experience needs to be tracked and understood. Customer The most critical of the three is the understanding of the customer. Customer KPIs have a direct impact on and are completely impacted by the Business and Employee KPIs. It is extremely important to understand how customers are searching for, discovering, learning, understanding, using and continuing to use the product and services delivered by the enterprise. In addition, it is important to understand what capabilities drive what kin

When people think about personal protection equipment, they typically think about hard hats, steel toed boots, and safety goggles. One of the most commonly used types of protective gear, however, is fairly normal looking protective apparel. Protective apparel from KleenGuard is used in many industries ranging from medical labs to manufacturing facilities and offers an excellent first line of defense from a wide range of different hazards that are commonly found in the workplace. Look Like Normal Work Clothing or Uniforms The apparel from KleenGuard is designed with safety first in mind, but it is also made to look and feel nice so employees will be happy to wear it. In fact, many people don't even realize that this type of apparel is a form of protective gear that is keeping them safer while at work. Depending on which apparel is chosen, these items can be buttoned up, zipped up, sealed with tape, or slipped right on to allow easy preparation at the start of a shift. Types of Protection KleenGuard makes a full lineup of protective apparel, so looking at each individual item is the best way to learn about what types of protective features it offers. The following, however, are some of the different ways that KleenGuard protective apparel help to keep those who are wearing it safe: Liquid Barrier - The material is made to stop liquids from soaking through and coming in contact with the skin. This is important when working with biological liquids (body fluids, etc.) or when working with chemicals that could cause skin irritation. Particulate Barrier - Stopping particles of materials from getting through the clothing is an important feature. Tiny particles of wood, metal, fiberglass, or other very small materials are kept away from the skin to avoid irritation or other issues. Antistatic - The material resists the buildup of static, and passes the NFPA 99 criteria for this feature. Avoiding static is important in many industries and can be a key safety featur

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

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Workplaces today are extremely safe compared to what people had to endure generations ago. This is in large part because of the increased focus employers have put on workplace safety. Employers made this effort for a variety of reasons including regulatory pressure, the best interests of their employees, and of course, the fact that a safe workplace is a more profitable workplace. Despite all the great strides that have been made, many workplaces are still quite hazardous. The following 10 workplace safety mistakes illustrate just how far many industries still have to go. They can also help spur ideas for where improvements can be made in your facility. 1. Using Ladders Improperly One of the most common and most dangerous workplace safety mistakes is failing to use a ladder properly. People make many ladder-related mistakes in the workplace, all of which can be devastating. The following are just a few of the more common examples: Unsteady Ladders - If you don't take the time to properly steady the ladder when setting it up, it could easily slide out while you're on it, causing serious injuries. Leaning from Ladders - When working on a ladder, you should never reach off to the left or right as that can throw the center of balance off, which could cause the ladder to fall. Using Objects as a Ladder - Using scaffolding, chairs, stools, or other objects to reach high areas can be dangerous. These things aren't meant for climbing the same way a ladder is. Climbing too High on Ladders - One should never step onto the upper rungs of a ladder. Depending on how the ladder is placed, even several rungs down can be unstable. 2. Lack of Visual Communication The noise in many workplaces can be quite deafening at times, which can make it difficult to communicate. When it comes to safety, communication is essential. This is why it is so important to have visual communication options in any loud workplace. Visual communication can come in many forms including

Safety - An Issue worth Taking Seriously! Safety is of great importance no matter if it is for the work place or home. If we are talking about home, we might discuss how kids who are messing around the house and playing games could be exposing themselves to dangers, resulting in injury or in worst case scenario, even accidental death. However, there are many safety products available in the market specifically designed to prevent injury in and around the home. It is in this frame of mind that we will occasionally be introducing some safety products for home use, in order to help parents and their children avoid any accidents, where possible. two workers discussing safety planAs well, when it comes to workplace safety measures, ignorance or lack of proper safety measures, can also lead to considerable financial loss for a company, or even the greatest of losses - someone's life. It is therefore very important that an employer take great care in installing and using safety measures, which includes proper safety training, materials, supplies or products. While there is no denying of the fact that it can be difficult for an employer to fully provide adequate safety products and measures to prevent any mishap, it is a task that must be accomplished. The task of safety management may prove even more complex for a team leader who must engage in managing safety at a construction site or workplace, as seen in this set of videos from OSHA. For those of you who have not yet researched the market, there is a huge range of safety supplies available for you to choose from. It pays to shop and compare, but even then, just when you think that you found the right solution, someone else comes up with a product even better and more efficient. That is why we have created this blog and review site. We hope that with our help as safety product experts we can help you or your firm to select the proper, most helpful safety supplies. You can find solutions and insight by reading ou

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

Learning About Lean posted an interesting blog post recently titled Organizations Which Succeed: While not a Lean expert, ESPN commentator Colin Cowherd recently made a comment I found insightful. Observing three organizations which seemed to be consistently successful, he found this common theme amongst the San Antonio Spurs, the New England Patriots and the Boise State football program. "Celebrate rarely. Grind always."

The Adventure of Reducing Risks and Hazards in the Workplace Whenever starting a new job, it can be difficult to figure out exactly what you should be doing, and how it needs to be done. When I started working at a new facility as a safety manager, I began my first day with a meeting with the facility manager. The meeting was set up so he could tell me what was expected of me in my new role, and provide other details of the job. I was quite surprised when the meeting took less than two minutes, and the only objective I was given was to 'reduce risks and hazards in the workplace.' I asked for some clarification or guidance in what exactly he was looking for, but he simply said that I was hired to improve safety, and he was leaving the task of finding out how to do it in my hands. He gave me a sheet of paper with some information about what resources I had available, including my annual safety budget and told me to get to work right away. I should point out there that I had several years experience as a safety manager at a large company, which is why I was brought in to this new facility. The facility had recently been cited by OSHA for a variety of safety hazards, and there were even some fairly severe injuries that occurred in the previous months. The facility owners made it clear that safety was a priority for them, and they were willing to do whatever it took to pass inspections, and keep the employees safe. Planning My Safety Program While that initial meeting was unique, to say the least, I was also quite excited about the opportunity. It is quite rare that a safety manager is given such flexibility, and I wanted to make sure the manager wouldn't regret that decision. I got to work right away planning my safety improvement program. OSHA Safety Sign Guide I wanted to make some quick changes to help improve safety in the short term, and then also plan out ways to create a culture change within the facility so everyone would be more safety focused. I kne

The Occupational Safety and Health Administration, or OSHA, is a government body tasked with regulating safety for workers, primarily in physical labor occupations, across the United States. They set the rules for transporting materials and chemicals, operating machinery, and other such guidelines to keep workers safe and to give them a voice when conditions might not otherwise be up to par. OSHA is your friend as a business owner, but there are certain situations in which interaction with OSHA can be a bit nerve-wracking for a company's management. OSHA Investigations OSHA investigations usually stem from serious injuries, fatalities, and large-scale catastrophes that occur in the workplace. Especially in the case of fatalities, OSHA is there for both the worker and for the company. For the employee and their family, and by extension the safety of other employees, OSHA will look into the circumstances surrounding the death or injury and determine if the company or its policies were fully or partially to blame for the incident. On the other hand, as long as you have adhered to OSHA guidelines, the investigation can help protect you from legal action if it is concluded that your company was not at fault. Re-opening OSHA Safety Sign Guide A Guide to OSHA Safety Signs This Guide to OSHA Safety Signs walks you through the recent updates to OSHA and ANSI sign requirements. You'll learn the required components of OSHA safety signs, including tips for formatting and posting your signs. Get Free OSHA Safety Sign Guide However, OSHA does have the right to re-open an investigation, even if it had previously reached a conclusion and closed it. This can be a bit worrying for management who have already been told that they were in the clear. However, the re-opened investigation must be concluded within six months of the original incident, so there is a fairly small statute of limitations on this re-opening period. For example, in June of 2013, a veteran mechanic worki

Back pain and injuries account for some of the most reported and most serious common workplace injuries worldwide. In fact, you'd be hard-pressed to find a country whose labor department doesn't dedicate pages of literature to both employers and employees solely on this topic. Loss of work days and productivity, lifelong injuries and disabilities, and short term discomfort are all common results of lower back-related incidents. According to an OSHA fact sheet, More than one million workers suffer back injuries each year, and back injuries account for one of every five workplace injuries or illnesses. Further, one-fourth of all compensation indemnity claims involve back injuries, costing industry billions of dollars on top of the pain and suffering borne by employees. okstate.edu - OSHA Fact Sheet While employers have a responsibility to their workers to implement training programs that minimize injuries (and proactively improve the ergonomics of work-related tasks), employees also need to respect their own bodies and know their limits. This article will be broken up into several sections, each relating to specific aspect of lower back injuries in the workplace, with a primary focus on prevention. Anyone reading through should have a solid grasp on this all-too-common workplace plague by the end of their brief time here. Let's begin. Eliminate Back Injuries While we'll get to proper lifting technique and some employee-level suggestions in a minute, one of the best things employers can do is actually seek to eliminate lower back hazards from their workplace altogether; this is known as elimination - getting rid of risks period - and should be your first step in improving safety before moving on to prevention - mitigating risks that you and your workers have to live with in order for your business to function. Most lower back injuries are associated with lifting, and the most dangerous zones for humans are when lifted objects are below the knees or

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