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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

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

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

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.

Transforming into a tech company has become top of mind for executives in all major industries. It is clear that modern technology will fundamentally alter what and how business is done in every domain, sector, and industry. This has led to a call to arms in every enterprise to understand how they can transform into a tech company. The Tech Company Magic Tech companies have fine-tuned the art of bring new digital products and services to the market, quickly, efficiently and effectively and understanding customer feedback to iterate and improve. This capability makes them incredibly agile and leads to faster experimentation that is cheaper and involves less risk. In turn, this enables them to bring new capabilities to the market and even if all do not succeed or get traction, a few do and that drives innovation, customer satisfaction, and growth. From the outside, tech companies appear to be massive juggernauts that are unstoppable and able to crush everything in their path. The 'Non-Tech' Technology has been leveraged in every sector and industry, however, it has almost always been treated as a means to an end, something that is required but never the real value driver for the customer. This has led to the typical organizational structure in enterprises into "Business", "Operations" and "Information Technology". The "Business" arm generates value for customers, the "Operations" team carries out the requirements of the Business team and the "Information Technology" team provides the systems (databases, network and compute) required to "keep the lights on" for the Operations and Business Teams" This structure served enterprises well in the last decades as customers did not have an alternative to directly working with the enterprise and this fortified the value supply chain and also established a hierarchy of sorts within the enterprise where the business looked down upon operations who looked down upon technology. The purpose of

Almost every workplace is prone to hazards. Be it from falling objects, falls, skids or opens electric wires, there are dangers everywhere. According to statistics there are immense injuries and even deaths resulting from work related hazards. Organizations often lose a lot in terms of compensation and lost human resource opportunities. There is no telling when an accident can occur but the good news is that most of these hazards can be minimized through the use of line marking tapes and floor tapes. Safety in the construction site Construction sites top the list of the most hazard prone areas. With so much going on safety standards might fail to be strictly adhered to and this can expose the workers and passersby to great risks. It is hence crucial that they maybe adequately informed of the areas to avoid. Line marking tapes can be used to forewarn any passersby to exercise caution when approaching a certain site. Floor tapes can be used to indicate the safest pathways to use so as to avoid falling objects or other dangers characteristic of a construction site. If it is a renovation project being carried out in the office temporary line marking tapes can be utilized to warn the occupants of the potential hazards. They can also be used to redirect people towards am alternative entrance or exit. Warning people of danger zones Various colors of line marking tapes portray different messages. In the workplace, there is a need to warn people of the existing dangers. In the industrial organizations where there is possible exposure to hazardous materials if it important to erect permanent measures to ensure that all those concerned are adequately aware of the danger lurking within. Relevant floor tapes can be used to reflect danger. A tank that contains oil products should be conspicuously marked to warn any persons within the organization to avoid bringing flammable objects near the site. Warning tapes should also be applied in areas close to the chemical labs and pi

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

According to the Insurance Information Institute, 40% of businesses affected by a natural or human-caused disaster never reopen. When disaster strikes, consumers can only wait so long before moving on to another supplier or service provider if you are not able to get operational in time. Insurance might help to recover some of your loses, but it will do little to replace your customers. More importantly, the safety and well-being of your employees as they cope with disaster is a hefty task in itself to take on. In light of recent events, many organizations are left wondering, are they ready and prepared when disaster strikes? So just what does it mean to be ready? Investing in a preparedness program can make all the difference in the world when disaster strikes and promote an internal belief that your company is ready for disaster when it strikes. This policy should reflect the mission and values of your organization that can be implemented seamlessly throughout the company. Focal points of your preparedness program should detail specific goals including: The overall safety and protection of your employees, visitors, and any other persons that may be at your facility when a disaster occurs. Don't forget to account for persons with disabilities and special needs. Keeping customer service operations functional Protection of assets, both in the physical and electronic form Environmental protection and contamination prevention Companies image and reputation Having a team to help continue the improvement and implementation of your program is vital to its success when needed. Your team should meet regularly to continue the development and focus of the program. Each individual will have their own role and responsibilities when disaster strikes, a proper preparedness program will identify these, insuring an accountable team to help in the recovery process. How do you know what to plan for? It's impossible to predict what the next disaster will be, but accounting f

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

Introduction to Operational Excellence For most of us, Lean is a common concept by now. By extension, we're also familiar with the idea of continuous improvement; the way we run our business should ultimately be reflective of a chain of efforts to change for the better and reach more perfect efficiency. That's all well and good, but we've seen more and more businesses shying away from simply relying on "continuous improvement" in recent years and instead throwing around the term "operational excellence." While the two terms do ultimately work in tandem, and even though there's some overlap, it's important to understand where the two differ. A good way to think about operational excellence is as the answer or endgame to your continuous improvement actions, it's a state you want to attain through your workplace improvement endeavors. Unlike continuous improvement, however, where you're simply trying to 'always get better', operational excellence has a more clearly defined point where it can be said you've reached your goals. One of the biggest criteria for operational excellence is a horizontal and vertical (so throughout all levels and teams of a company) understanding of how workflow should look and how to correct problems when something isn't flowing correctly. This creates operational excellence because employees are now able to solve their own problems without relying on specialists or management, drastically decreasing downtime and putting them into a preventative rather than a reactive mode when solving problems. Furthermore, operational excellence then frees up your management and executives to focus on advertising and brand/market expansion planning and projects. In short, operational excellence allows a company to achieve continual improvement while still having the resources to put an emphasis on bottom line and market share growth. Operational Excellence Question Posed Sounds pretty awesome, right?! We think so, but you

The Occupational Safety and Health Administration or OSHA is dedicated to the health and well-being of employees while on the job. Day in and day out employees are exposed to potentially dangerous situations based upon their specific job functions. Whether a person is employed at a manufacturing facility, an auto body shop, or within a large warehouse, OSHA regulations aim to provide the warnings needed to keep hazards at a minimum and keep employees informed about their surroundings. One of ways in which employees are kept informed about the hazards and dangers within their work environments is through the usage of warning labels. Types of OSHA Warning Labels and Signs The term warning label or sign can be used interchangeably in regards to OSHA's recommendations for hazard warning. There are basically three types of labels or signs outlined within OSHA 1910.145 and they are used to indicate danger, caution, or general safety instruction. Danger Sign/Labels: Danger labels or signs should feature the colors or red, black, and white. Employees should be informed that whenever danger signs or labels are posted they should exercise extreme caution as many hazards are immediate. This does not mean dangers are possible, it means they are imminent if certain things were to happen. Caution Sign/Labels: Any signage or labels indicating caution should feature a yellow background with black lettering. Caution labels or signs should be used to inform employees about potential hazards. This is unlike danger signs, since dangers signs indicate certain dangers that ARE there, while caution indicates that hazards are just simply POSSIBLE. Safety Instruction Sign/Labels: The standard background should be white, with black letters upon the white background. In addition, on the panel, green with white letters may also be used. This type of warning label or sign is used when general information related to certain safety practices is available. Furthermore, OSHA indicates in 19

The cutting edge platforms for today will be the commoditized platforms of tomorrow. As the technology matures and evolves, the previous generation of technology becomes easier to build and deploy enabling a rush of vendors to capitalize on it by making it accessible to the largest possible customer base. This puts enterprises in the nontechnology sectors in an awkward position. Often not ready to consume the latest and greatest technology due to parts of their stack unable to leverage new technology and requiring upgrade to and deployment of the stepping stone technology, these enterprises have to choose between vendor lock-in in a multi-year software and service contract or risk building and implementing a version of the older technology in-house. Business Drivers of Infrastructure-as-a-Service The biggest risk in building technology platforms in-house is the risk of commoditization. The argument played out with the debate over internal vs. public clouds. Initially, enterprises were hesitant to leverage public clouds with several of them opting to build internal, private clouds. Building a cloud is hard. Operating and maintaining a cloud is even harder. Ensuring that the cloud is running on and leveraging the best in class technology requires dedication to the cause. This is often missing in non-technology enterprises by design given they are driven by different and separate business drivers and considerations. A cloud service provider is motivated to ensure the best in class service and technology because that drives revenue for them. An enterprise whose main business is not offering cloud or software services will not be motivated by the same drivers and thus there will be an inherent difference in their approach and success with building and delivering an internal cloud. Business Drivers for Platform-as-a-Service The same argument (public vs private clouds) applies to platforms. Building the best in class platforms that offer the ability to develop cuttin

According to the U.S. Chemical Safety Board (CSB), hot work accidents are among the most frequently reported accidents to that agency. Between 1990 and 2010, fires and explosions near flammable storage tanks caused by hot work accounted for more than 60 fatalities. Unfortunately, these accidents continue to take place. This past July, an explosion occurred during hot work near a storage tank at Omega Protein in Mississippi, killing one worker and injuring another. The tank contained eight inches of water and fish matter, which unknown to workers created flammable gases that led to the accident. When incidents like this happen, oftentimes the people and companies involved haven't sufficiently assessed hazards and properly isolated everything in the vicinity that could be flammable. These types of hot work accidents may not seem as obvious as other hazards associated with hot work such as UV light or welding fumes, but they can be even more deadly. The oil and gas industry often faces these hot work hazards, but so do the food production, paper and wastewater treatment industries, according to a video about the dangers of hot work made by the CSB. WHAT IS HOT WORK? OSHA defines hot work as "any work that involves burning, welding, using fire- or spark-producing tools, or that produces a source of ignition." Welding and cutting occur frequently at many industrial worksites, so it's important for workers involved in these operations to understand the potential unseen dangers associated with these tasks. Flammable gases and vapors can be present near storage tanks, fuel tanks and other confined spaces. PREVENT HOT WORK FIRES AND EXPLOSIONS In 2010, the CSB published a bulletin offering advice for how employers can prevent these types of hot work accidents. In the wake of recent accidents involving hot work and storage tanks filled with organic matter that might not seem hazardous (as was the case at Omega Protein), the organization has reemphasized the im

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 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

One of the most common injuries plaguing nearly any industrial business is the eye injury. The human eye is susceptible to damage from a variety of different sources, however, most eye injuries stem from exposure to chemicals, paints, solvents, allergens, sawdust, laboratory materials, etc. However, it is important to remember that nearly ninety percent of all eye injuries are preventable when proper procedures are followed and adequate eye protection is used. The right type of goggles, depending upon the job, can protect the eyes from coming into contact with nearly any eye irritating contaminant. Nonetheless, eye injuries still seem to occur and businesses need to be ready and prepared just in case an eye injury does happen. One of the best ways to provide immediate support to an injured eye is to utilize the help of an eyewash station. Guidelines for Eyewash Stations When it comes to the safety standards related to primary eyewash stations, OSHA sets the overall requirements. However, it is ANSI (American National Standards Institute) that is the entity who provides the necessary guidelines that employers must follow regarding the design, type, performance, location, and details specific to any eyewash station. Even though the ANSI z358.1-2009 covers the guidelines for all types of eyewash equipment such as emergency showers, eyewash stations, face washes, and combination units, we are going to focus on guidelines related to eyewash stations. Tips for Compliance with ANSI's Eyewash Standard Every Second Counts! - When an eye injury occurs every second really does count. An eye injury can go from bad to catastrophic in mere seconds if the eye is not properly flushed. ANSI mandates that all eyewash be located just a short 10 second walk from any eye hazard. The path to the eyewash station must well lit and remain clear and free of debris. The eyewash station must also be properly identified with an eyewash station sign. Yes, the Water Does Matter - there

Signs are everywhere! Whether you are shopping in a large mall, visiting a zoo, or simply driving in your car, there are signs helping to guide you along your visit or journey. However, one place that signs are highly utilized is within the workplace, especially within industrial work environments. With all the safety hazards possible in different types of jobsites, appropriate workplace signs are a must to help ensure safety. View our "10 Tips For Safety Signage Part 1" Slideshare Presentation Common Signs in the Workplace Signs can convey all sorts of messages from helpful directional arrows guiding employees and visitors to a specific location all the way to urgent, danger zone messages that require people to stop and use extreme caution. Let's discuss some of the most common types of workplace signage. Restriction Signs - These signs often refer to restricted areas or zones, restricted speeds for forklifts, or restricted weight amounts. When a restricted sign is used there are often certain limits in place. Danger Signs - Signs that warn employees of danger are often high-contrast and feature the colors of black, white, and red. These signs can warn of electrical shocks, toxic materials, or any other dangerous situation. Fire Signs - This type of signage is usually white and red and can either warn employees about fire hazards or provide information on where fire safety equipment can be found. Mandatory Signs - Mandatory signs are signs requiring that certain precautions be taken before entering or utilizing an area or piece of equipment. Some mandatory signs may require employees to wear certain protective clothing before entering. Hazard Signs - Often times these signs feature the colors yellow and black. Hazard signs warn employees and visitors of potential hazards in the area. Hazard signs may warn about forklift traffic, slippery floors, or radiation risks, among many other things. Guide Signs - This type of signage is often used

Much has and needs to be said about an enterprise's AI strategy. Artificial Intelligence or AI is considered a fundamentally disruptive technology similar to the steam engine, electricity etc, a technology that will be pervasive and absolute in its impact on the world and its inhabitants. The ability to find hidden patterns to predict the future or detect a behavior has massive implications across the world, in every industry, sector, and domain. When faced with this realization, enterprise's can find themselves stuck, paralyzed and unsure about how to proceed. The field of AI is decades old already and the early success stories have been practicing AI for multiple years already with the tech industry leading the way. How can an enterprise that has no experience and competency in this area let alone lead the technology or even leverage it appropriately to drive business value? When developing the AI strategy, two ideas are paramount. First, this a fundamentally disruptive technology and the enterprise will need to establish it as a core competency for the foreseeable future. Not doing so will not be an option. Second, a long-term plan to success is superseded by the need to drive quick wins and small successes not only to build confidence but use real-world experience to develop and hone that skill. The Short-Term AI Strategy The short-term AI strategy should focus on driving immediate business value through enhanced customer experiences that leverage any field of AI be it machine learning, deep learning, natural language processing etc. Driving the usage and deployment of AI in front of an end user making them smarter, productive and better informed can pay rich dividends by not only helping the enterprise can real-world experience, but it can also give a perception boost to the company as being innovative and cutting edge. However, most importantly, this can highlight and promote the success and potential of AI in the enterprise and encourage a snowball eff

When it comes to safety, we all want to do our best and keep our workers out of harm's way. However, wanting and doing are two different things, and governing safety bodies like OSHA are there to make sure that the "doing" part gets done. In fact, OSHA can come inspect a factory or workfloor without notice. While they aren't trying to trick you, they do want to make sure that people who aren't following the rules are caught a bit off guard so that anything that needs fixed can get done before someone gets hurt. In general, if you're doing what you're supposed to and following the rules (and keeping on top of recent updates) you've got nothing to worry about. However, here are a few things you can do to make sure that your visit goes over smoothly and that you get a stellar review from the organization. Do Your Own Inspections One of the easiest ways to prepare is to do your own inspection or have someone come in and do one for you. The point is that it can be easier to catch things and have a unique perspective when actually walking through and putting yourself in the mindset of someone outside of the company, whose sole concern is safety. This kind of thoroughness will trump looking through a safety checklist and thinking "yep, did that one" every time. The other great thing about a mock inspection is that it will condition/get your workers used to having a third party evaluate them and watch them at work, which brings us to… Prepare Your Employees One problem that can come up throughout the course of an OSHA evaluation is employee behavior. Sometimes, being watched can be nervewracking, and for others it can be insulting to have someone glancing in their direction and scribbling something down on a clipboard. In your mock inspections, you can let people know that it's nothing to worry about and that in the event someone does come in to observe, they can just continue working as normal because they're doing everything right already. Ev

Enterprises have to constantly decide, at every step in their digital journey, should they build or buy. This question often is posed as a critical, do or die decision and the answer varies on a case by case basis. Building can be expensive, take longer but offers future proofing and more dependability whereas buying offers a faster time to market, less risk and accountability forced through contractual terms. However, a key point often overlooked is the cost of integration. Integration can be required at multiple levels. Vendor Applications Vendor applications typically require a two-way connection between the enterprise systems and the vendor application. The application requires incoming data and information from somewhere in the enterprise technology stack and an output stream of information back into the enterprise at one or more points in the stack or workflow. Vendor Platforms Vendor provided platforms typically have similar integration requirements as Vendor applications requiring an incoming data & information connection and an outgoing information connection into the enterprise process, workflow, platform or product. Application-To-Application Application to Application integrations where an application needs to be connected to another application to either provide data or signals to enable the downstream application to create value can be seemingly deceptive. Application-To-Application integration costs can grow at O(n^2) as potentially, worst case, each application could be connected with every other application. Enterprise Stack Fragmentation The problem of integration is exacerbated by the fragmentation of the enterprise at the organization level. This problem is also known as "Shadow IT" is driven by superficially differing needs of multiple lines of businesses in an enterprise. Shadow IT typically leads to multiple instances of similar technology stacks that cause data, compute and information to be silo'd. Stack fragmentation and its