API driven testing. A testing framework that uses a programming interface to the application to validate the behaviour under test. Typically API driven testing bypasses application user interface altogether. It can also be testing public (usually) interfaces to classes, modules or libraries are tested with a variety of input arguments to validate that the results that are returned are correct.
RPA is often propped up as a mechanism to bolster return on investment or reduce costs. But Kris Fitzgerald, CTO of NTT Data Services, says more CIOs should use it to improve customer experience. For example, enterprises such as airlines employ thousands of customer service agents, yet customers are still waiting in the queue to have their call fielded. A chatbot, could help alleviate some of that wait. “You put that virtual agent in there and there is no downtime, no out sick and no bad attitude,” Fitzgerald says. “The client experience is the flag to hit.”
Summary: Delphix Engine is a virtualization engine that streamlines data delivery, compresses and creates virtual copies of production data and captures changes at the transaction level. It offers self-service data management and can be used on premise or in the cloud. Delphix Data Masking works alongside the Delphix Engine to securely mask data by replacing sensitive data with fictitious data to better protect data in downstream, non-production environments.

With automated testing, that time is cut drastically. The work for automated testers is instead spent coding the tests and making improvements to these tests repeatedly as adjustments are needed. Once the test is complete, however, automated testing allows for the recycled use of tests so that they do not have to go through this whole process again. In essence, the time spent on the mundane tasks and repetition a manual tester would go through is instead spent focusing on larger, more important issues involving the software you’re developing.
During my three years at Socialtext, I helped maintain a test tooling system through a user interface that was advanced for its time. O'Reilly took it as a case study in the book Beautiful Testing. The team at Socialtext uses the same framework today, although it now has several tests running at one time on Amazon's Electric Compute Cloud. Although we had a great deal of GUI-driving tests, we also had developer-facing (unit) and web services (integration) tests, a visual slideshow that testers could watch for every browser, and a strategy to explore by hand for each release. This combination of methods to reduce risk meant we found problems early.
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First, you need the right tools. Second, you need qualified testers who need to be trained. Third, you need to invest time and effort in automation infrastructure and to develop tests on top of it. Developing automated tests is a software development effort itself. Tests need to be designed, coded, and validated before you can really put them to use. But the biggest effort comes just when you think you're done.
A wide selection of workflow automation software can help you get started. Most of this software helps you build your workflow diagrams with inputs, outputs, and rules for how the system behaves. It then acts as your management system and allows you to tweak and reorganize your workflows over time. However, some workflow software acts as a link between disparate software applications. This type of software uses open application program interfaces (APIs) to integrate the most popular software systems and create workflows from different programs.

Augmentation, in contrast, means starting with what humans do today and figuring out how that work could be deepened rather than diminished by a greater use of machines. Some thoughtful knowledge workers see this clearly. Camille Nicita, for example, is the CEO of Gongos, a company in metropolitan Detroit that helps clients gain consumer insights—a line of work that some would say is under threat as big data reveals all about buying behavior. Nicita concedes that sophisticated decision analytics based on large data sets will uncover new and important insights. But, she says, that will give her people the opportunity to go deeper and offer clients “context, humanization, and the ‘why’ behind big data.” Her shop will increasingly “go beyond analysis and translate that data in a way that informs business decisions through synthesis and the power of great narrative.” Fortunately, computers aren’t very good at that sort of thing.
On initial setup, it asks you a few questions to come up with your macronutrient targets — fat, protein, and calories. You have the choice whether to track total carbs, net carbs (total carbs minus fiber and sugar alcohols) or diabetes carbs (total carbs minus fiber and half the sugar alcohols). It gives you your fiber count, although there’s no target there because fiber is a freebie. All in all, setup took less than five minutes.
The Defense Advanced Research Projects Agency (DARPA) started the research and development of automated visual surveillance and monitoring (VSAM) program, between 1997 and 1999, and airborne video surveillance (AVS) programs, from 1998 to 2002. Currently, there is a major effort underway in the vision community to develop a fully automated tracking surveillance system. Automated video surveillance monitors people and vehicles in real time within a busy environment. Existing automated surveillance systems are based on the environment they are primarily designed to observe, i.e., indoor, outdoor or airborne, the amount of sensors that the automated system can handle and the mobility of sensor, i.e., stationary camera vs. mobile camera. The purpose of a surveillance system is to record properties and trajectories of objects in a given area, generate warnings or notify designated authority in case of occurrence of particular events.[70]
It was a preoccupation of the Greeks and Arabs (in the period between about 300 BC and about 1200 AD) to keep accurate track of time. In Ptolemaic Egypt, about 270 BC, Ctesibius described a float regulator for a water clock, a device not unlike the ball and cock in a modern flush toilet. This was the earliest feedback controlled mechanism.[11] The appearance of the mechanical clock in the 14th century made the water clock and its feedback control system obsolete.

If stepping up is your chosen approach, you will probably need a long education. A master’s degree or a doctorate will serve you well as a job applicant. Once inside an organization, your objective must be to stay broadly informed and creative enough to be part of its ongoing innovation and strategy efforts. Ideally you’ll aspire to a senior management role and thus seize the opportunities you identify. Listen to Barney Harford, the CEO of Orbitz—a business that has done more than most to eliminate knowledge worker jobs. To hire for the tasks he still requires people to do, Harford looks for “T-shaped” individuals. Orbitz needs “people who can go really deep in their particular area of expertise,” he says, “and also go really broad and have that kind of curiosity about the overall organization and how their particular piece of the pie fits into it.” That’s good guidance for any knowledge worker who wants to step up: Start thinking more synthetically—in the old sense of that term. Find ways to rely on machines to do your intellectual spadework, without losing knowledge of how they do it. Harford has done that by applying “machine learning” to the generation of algorithms that match customers with the travel experiences they desire.

There is a section of testing tools that should be addressed but is too varied to fit under one category. Test automation assumes the latest version of the application is installed on the computer or web server. It still needs to be compiled and installed, the automation needs to be started, and someone needs to be informed to check the results. All of these secondary tasks fall into support -- and they can all be automated. Continuous integration tools are support tools that notice a check-in of new code, perform a build, create a new virtual web server (or update a staging server), push the new code to the target machine, run the automation to exercise the program, examine the results, and email relevant team members about failure.

IT and process management participation is important too. “While not statistically significant, organizations need to ensure both IT and process management are equally involved in RPA efforts,” says Lyke-Ho-Gland. “IT ensures that bots are integrated smoothly with existing systems and process management helps reduce costly, post-production rework by re-engineering processes for digital execution and ensuring all process variants and exceptions are captured and understood.”


Where do you begin with a BPA project? How do you identify which processes should be automated at the beginning? Companies should select the processes by first looking at their strategic needs. In this way, companies should ask themselves what will make them more competitive in the marketplace. For instance, you may be concerned with getting goods to market quicker (or first) or decreasing the price of your products by improving your margins.
Depending on which of the 10 diets you choose, the macro ratio will vary. If you want to build strength and choose our high protein diet, your fat and carb intake will shift down to fit in the extra calories from protein. You can also set your macro ratio manually if you already know what fits you best! Remember, all calories you consume come from macronutrients. To learn more about calories, read about our In-app calorie counter.
Energy management means getting the most out of your home for the lowest possible cost. Your smart home can learn your habits to optimize when you use certain appliances and when you turn on heating and air conditioning. Location-based triggers make efficiency as simple as syncing your phone or tablet with your home automation system. Shut off devices when you leave and have the AC ready when you return, without lifting a finger.
“When I started, my job literally took me eight hours a day,” an early self-automator, whom I’ll call Gary, told me. He worked for a large corporate hotel chain that was beginning to computerize its workflow in the ’90s. Gary quickly recognized that he was spending a lot of his time repeating the same tasks, so he started learning to code after-hours. “Over the course of about three months, I built a piece of code in Lotus [1-2-3, then a popular PC spreadsheet program] that not only automated individual repetitive tasks, it effectively automated the entire job,” he says. He didn’t tell his bosses exactly what he had done, and the quality of his working life improved considerably.
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RPA isn’t for every enterprise. As with any automation technology, RPA has the potential to eliminate jobs, which presents CIOs with challenges managing talent. While enterprises embracing RPA are attempting to transition many workers to new jobs, Forrester Research estimates that RPA software will threaten the livelihood of 230 million or more knowledge workers, or approximately 9 percent of the global workforce. 
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The IT industry depends on similar Agile practices of different names to meet the market’s demand for their products and services. Test automation is vital to Agile and the companies using Continuous Integration and Delivery, TDD, and BDD. For the titans of technology and the IT industry at large to reap the benefits of test automation, they must rely on automation frameworks.
McKinsey & Company estimates that about half of all business processes — including yours — can be automated. Automation could save your business a lot of money, but you may be wondering what processes to start with and what is even possible. First and foremost, review the strategic and operating drivers for improvement. Then look for the processes. Rote and repetitive tasks are one obvious place to start.

Available exclusively at Lowe's and designed for small to medium spaces, the Hisense 10,000 BTU Portable Air Conditioner With Wi-Fi can be controlled using your smartphone and easily moved from room to room. At $369 it's a bit more expensive than most similarly powered non-connected portable air conditioners, and it doesn't work with other smart home devices. But it's very quiet, easy to install, and does a great job of cooling. And it stays connected to your Wi-Fi network much more reliably than other options we've tested.

Katalon Studio is a powerful test automation solution for mobile, Web, and API testing. And it is completely FREE! It provides a comprehensive set of features for test automation, including recording actions, creating test cases, generating test scripts, executing tests, reporting results, and integrating with many other tools in the software development lifecycle.
There are various tools that help software teams build and execute automated tests. Many teams are actively using unit tests as part of their development efforts to verify critical parts of their projects such as libraries, models and methods. Historically, testing user interfaces of desktop-based applications via automated tests have been more challenging, and currently available tools for this are usually commercial and quite expensive.
Yet many self-automators are afraid of sharing their code outside the cubicle. Even if a program impeccably performs their job, many feel that automation for one’s own benefit is wrong. That human labor is inherently virtuous—and that employees should always maximize productivity for their employers—is more deeply coded into American work culture than any automation script could be. And most employment contracts stipulate that intellectual property developed on company time belongs to the employer. So any efficiency hack or automation gain an employee might make is apt to be absorbed by the employer, the benefits rerouted upstream.
The IT industry depends on similar Agile practices of different names to meet the market’s demand for their products and services. Test automation is vital to Agile and the companies using Continuous Integration and Delivery, TDD, and BDD. For the titans of technology and the IT industry at large to reap the benefits of test automation, they must rely on automation frameworks.

It is hard to read the White House report without thinking about the presidential election that happened six weeks before it was published. The election was decided by a few Midwest states in the heart of what has long been called the Rust Belt. And the key issue for many voters there was the economy—or, more precisely, the shortage of relatively well-­paying jobs. In the rhetoric of the campaign, much of the blame for lost jobs went to globalization and the movement of manufacturing facilities overseas. “Make America great again” was, in some ways, a lament for the days when steel and other products were made domestically by a thriving middle class.
Despite the excitement around AI, it is still in its early days. Driverless vehicles are fine on sunny days but struggle in the fog or the snow, and they still can’t be trusted in emergency situations. AI systems can spot complex patterns in massive data sets but still lack the common sense of a child or the innate language skills of a two-year-old. There are still very difficult technical challenges ahead. But if AI is going to achieve its full economic potential, we’ll need to pay as much attention to the social and employment challenges as we do to the technical ones.
“When I started, my job literally took me eight hours a day,” an early self-automator, whom I’ll call Gary, told me. He worked for a large corporate hotel chain that was beginning to computerize its workflow in the ’90s. Gary quickly recognized that he was spending a lot of his time repeating the same tasks, so he started learning to code after-hours. “Over the course of about three months, I built a piece of code in Lotus [1-2-3, then a popular PC spreadsheet program] that not only automated individual repetitive tasks, it effectively automated the entire job,” he says. He didn’t tell his bosses exactly what he had done, and the quality of his working life improved considerably.

Another example is automation in human resources (HR). You can automate the recruitment and employee onboarding processes. In many companies, job descriptions and applications are not stored in a central location, while the screening and interviewing process is based on your current employees’ accountability, meaning that the process may be inconsistent and could open up your business to possible hiring bias. Onboarding can also vary among employees.

An HR service provider from Europe was processing 2,500 sick leave certificates per month with an average handling time of four minutes per item. Within three weeks they implemented an RPA solution and achieved 90% process automation. The RPA robot extracts data from a transaction in SAP, inserts the information into the customer’s systems, and prints it. The HR service provider achieved a return-on-investment within six months, with error rates reduced to 0%, manual effort reduced to 5%, and processing time reduced by 80%.
By automating the onboarding process, you can convert sales leads into corporate clients and update the lead status in the customer relationship management (CRM) program. This could trigger the client onboarding checklist in the software, with new client information automatically loaded into the new checklist. Your company could automatically send onboarding materials to the client via email and notify a team member on what they need to do for the new client with instructions from the checklist. The new process is more efficient and communicates without error to the team member.
There is a section of testing tools that should be addressed but is too varied to fit under one category. Test automation assumes the latest version of the application is installed on the computer or web server. It still needs to be compiled and installed, the automation needs to be started, and someone needs to be informed to check the results. All of these secondary tasks fall into support -- and they can all be automated. Continuous integration tools are support tools that notice a check-in of new code, perform a build, create a new virtual web server (or update a staging server), push the new code to the target machine, run the automation to exercise the program, examine the results, and email relevant team members about failure.
Some of this is because of the automation of less sophisticated tasks, like cataloging inventory, and buying for less stylistically demanding retailers (say, auto parts). — New York Times, "High-Skilled White-Collar Work? Machines Can Do That, Too," 7 July 2018 Does machine automation make sense for all industries? — Amy Chance, sacbee, "'Not all machines are evil,' and other thoughts on California's changing economy," 2 July 2018 Broussard is right as well to take technologists to task for setting priorities that obscure the impact of innovation on people and the implications of automation for the workplace. — Glenn C. Altschuler, Philly.com, "Meredith Broussard's 'Artificial Unintelligence': Against the fetish of the machine," 28 June 2018 Creator fits into a category that only seems to be growing as automation becomes a way for food businesses to reconcile rising wages and staff shortages. — Justin Phillips, SFChronicle.com, "Six things to know about Creator, San Francisco’s new burger robot restaurant," 27 June 2018 The catering industry is known for low pay, so automation is not an obvious cost-saver. — The Economist, "The rise of the robochef," 12 July 2018 Buy Photo Is automation destroying familiar jobs, reducing drudge work, collecting more information than anyone expected, and opening opportunities? — Joseph N. Distefano, Philly.com, "America's robot future: Rajant celebrates new HQ, plans for growth," 2 July 2018 Myers’s company, Carbon Robotics, has worked on developing an industrial-grade robotic arm for industrial automation. — Kat Borgerding, Recode, "The Carbon Robotics CEO says robots will be today’s combine harvester," 1 June 2018 This is capitalism, after all, and automation is inevitable. — Matt Simon, WIRED, "The WIRED Guide to Robots," 17 May 2018
You can also find ways of experimenting with home automation that don't cost anything at all. Many smart devices offer demo modes within their apps that'll let you get the gist of things before you buy anything. Taking things for a test-drive can help you decide whether or not the product fits your needs, and it might also inspire a few new ideas for how you can put it to use.
Currently, the relative anxiety about automation reflected in opinion polls seems to correlate closely with the strength of organized labor in that region or nation. For example, while a recent study by the Pew Research Center indicated that 72% of Americans are worried about increasing automation in the workplace, 80% of Swedes see automation and artificial intelligence as a good thing, due to the country’s still-powerful unions and a more robust national safety net.[47]
“I don’t understand why people would think it’s unethical,” Woodcock says. “You use various tools and forms of automation anyway; anyone who works with a computer is automating work.” He says if any of these coders had sat in front of the computer, manually inputting the data day after day, they’d never be reprimanded. But by demonstrating that they’re capable of higher levels of efficiency, some may, perversely, feel like they’re shirking a duty to the companies that employ them. This is perhaps why automating work can feel like cheating, and be treated as such by corporate policy. On Amazon Mechanical Turk, the tech company’s marketplace for microwork, automation is explicitly against its terms of service—and the gig workers like those on the platform, who labor for cents per task, could stand to benefit from automation most of all.
When we reviewed the Ecobee3 in 2015 it earned our Editors' Choice for its sleek design, numerous features, and ease of use. We also loved the inclusion of a remote sensor to help reduce hot or cold spots in different rooms. We're happy to report that the new Ecobee4 boasts all the same features as it predecessor, and more, thanks to the addition of built-in Amazon Alexa voice service capabilities. That means you can have the thermostat do everything that the Amazon Echo and its siblings can, such as control smart devices, shop, play music, and hear the latest news and weather, all using Alexa voice commands.
Stepping up may be an option for only a small minority of the labor force. But a lot of brain work is equally valuable and also cannot be codified. Stepping aside means using mental strengths that aren’t about purely rational cognition but draw on what the psychologist Howard Gardner has called our “multiple intelligences.” You might focus on the “interpersonal” and “intrapersonal” intelligences—knowing how to work well with other people and understanding your own interests, goals, and strengths.
 A business process is often started by a trigger, such as the filing of an expense report, which initiates a set of predefined workflow steps, or processes, that conclude with the employee receiving reimbursement. The goal of BPA is to not only automate business processes, but to simplify and improve business workflows as well. BPA can be a standalone initiative or part of a larger, overarching business process management (BPM) strategy.
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