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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

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

Lean systems are meant for producing the best products and services with little or no wastage of various kinds of resources. Lean supply chain management purports to create a well designed supply chain management system where all the resources are effectively utilized. The people, processes, technologies and suppliers will be optimized at the beginning of the implementation and it will be an ongoing process. The best of the best features will be implemented and there will be no room for waste. Lean supply chain helps companies deliver high quality products quickly and efficiently. What is expected from lean supply chain management? In fact, lean supply chain management is a new way of thinking to understand the supplier networks. It is required to have cooperation with various suppliers and should be able to balance it with the competition present in the market. There is a great deviation between lean supply chain management and traditional methods. There will be less number of structures in lean model whereas they are more in traditional systems. Most of the lean supply chain management principles are derived from the basic lean principles. How companies will be benefited by the lean implementation? By implementing lean methods in a systematic way, companies will be benefited to the greatest possible extent. The winning business strategy realizes the importance of the relation between the supply chain management and the overall financial status of the company. By streamlining the supply chain management with all the other core aspects of the company, the business will emerge into a profitable enterprise and will be able to deliver cutting edge solutions. Strategy for lean supply chain management In order to implement the lean supply chain management in an effective manner, it is required to build the core infrastructure and should be collaborated internally and should be executed externally as well. The next step would be the selection of the right kind of

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

The new Short Circuit Software version is now available. TORONTO, ON - ARCAD Inc. is helping create a safer working environment for repair service people and electrical maintenance workers who service electrical systems by providing on-line and PC based software for short circuit and arc flash hazard analysis. The arc flash software will help a business meet OSHA, NFPA 70D, CSA Z462 regulations and code requirements. SCA V1.0 (Short-Circuit-Analytic) software performs available fault currents calculations in three phase electric power systems. The program will take into consideration electrical parameters of the power supply as well as the power distribution system including cables, bus ducts, transformers, utility, motors, generators, etc. The software will automatically convert the entire system into a unique unit from which the short circuit current at each point is calculated. Because the process is simple and efficient, it will save a business money and time. Short Circuit Analytic Capabilities are as follows: Computes contributions from generators and motors Prints out multi-page single line diagrams Calculates available 3-phase short circuit currents within your power distribution system Saves calculation results and equipment data Compliments ARCAD software for arc flash hazard analysis and labeling Should you encounter any problem installing or running SCA V1.0, contact http://www.arcadvisor.com and they will assist you in identifying and resolving the problem.

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

If you are looking for ETAP arc flash Software, or if you're trying to compare Arc Flash software before you purchase, call us today. Find out how we can help you and your company get Arc Flash software and a label printer. With these equipment, you can print straight from ETAP onto vinyl industrial labels that last much longer than paper and have an industrial over-laminate for extra protection. ETAP 11.1 is a multi-lingual edition that comes standard with the following languages: English, Spanish, Portuguese, Japanese, Chinese and Russian. LabelTac Printer Other Arc Flash Software ETAP also has a new DC Arc Flash module offered with the ETAP software and is used to calculate the incident energy and determine the arc flash hazard levels for solar generation sites, substation battery banks, and nuclear plants. This module is compliant with NFPA 70E 2012 DC Arc Flash Analysis. For more information, cal 866-777-1360

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."

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.

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

The safety of employee's remains one of the top priorities of many businesses. Without clearly defined safety guidelines, the health and wellbeing of employees is at risk. In order to ensure that employers provide the protection necessary, OSHA provides the guidelines needed to develop a safety plan. Many states have enacted their own rules for safety plans; in fact at least 24 states have enacted their own state mandated safety plans. Furthermore, many businesses choose to turn their safety plans into one detailed safety manual that can be utilized by employees in nearly any work position. Reasons for an OSHA Safety Plan OSHA safety plans are written documents that outline the processes and procedures to help avoid health hazards and injuries, as well as identify the proper steps that should be taken if an accident does occur. This is especially important when it comes to hazardous work environments such as construction sites, factories, mining caves, and long shoring. For example, when a new construction project is being started, an OSHA safety plan will be implemented. First, the employer will need to thoroughly assess the project site for potential health hazards. Each hazard should be accounted for. Once the hazards have been identified, remedies should be sought or provided to either lessen or remove the hazard completely. When looking to reduce a hazard, steps such as providing personal protective equipment or using a special type of safety scaffolding for employees working at heights of more than 6 feet should be implemented.

These days you may be hearing a lot talk regarding "going lean" and "implementing lean practices," what does this truly mean? When a company implements lean practices they are essentially looking at all areas within the company, evaluating processes, searching for new ways to streamline and improve current processes, all while striving to create a better and more efficient product or service. Even though the implementation of lean practices is a significant undertaking it is well worth the effort with added benefits in production, efficiency, and cost savings.

In the U.S News and World Report online article, "Corporate Outlooks Worse than During Financial Crisis," author Danielle Kurtzleben explains that the Thomson Reuters research company recently reported that almost a 5 to 1 ratio of the S&P 500 companies were reporting negative earnings guidance, which indicates either poor earnings projections due to real reasons, or pure pessimism. Kurtzleben also ponders if these reports may be from companies dialing back their goals, in order to exceed them at the end of the quarter. My first inclination is that the latter is more of the culprit. Companies are "lowering the bar" so they can look like they've exceeded their expectations, and so economic reports will secure some semblance of investor confidence for their stock. It's smart, but only if they all do it en masse, like we're seeing here. This way, it will give the sense that the entire market is doing poorly, and the company HAD to lower expectations.

Adult depression has long been associated with shrinkage of the hippocampus, a brain region that plays an important role in memory and response to stress. Now, the new research has linked participation in team sports to larger hippocampal volumes in children and less depression in boys ages 9 to 11.

Success with AI is heavily influenced by the data maturity of an organization i.e. their ability to procure, clean, curate, store and analyze data to power value generating applications. A data-mature enterprise know what data it has, knows what the data means and can ensure that the data is accessible to whoever needs it. Unfortunately, the past few years, driven by the big data hype, have encouraged enterprises to focus on updating their data infrastructure to leverage new big data technologies. With a lot more data now available, enterprises already stuck with massive data storage costs, are being forced to choose between storing data that might eventually be useful for stabilizing, if not reducing their storage costs.