“I think we are going to see BPA take a different shape in the near future. We are going to see a more mainstream adoption of AI that will allow for deviation from a binary process. There are applications out there now that can handle a lot of these tasks. However, due to financial constraints, the adoption at smaller companies is extremely difficult. As the technology becomes more developed and the cost comes down, artificial intelligence will be far more mainstream.”
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.
As most people in the software industry know, there are distinct differences between manual testing and automated testing. Manual testing requires physical time and effort to ensure the software code does everything it’s supposed to do. In addition, manual testers have to make a record of their findings. This involves checking log files, external services and the database for errors. If you’re familiar with manual testing, you know this process can be extremely time-consuming and repetitive.
Using automation, your team member would select the department and the position they are hiring and download the automated checklist. This checklist would update to reflect the necessary tasks to recruit and onboard this type of employee. Each interviewee gets a fresh checklist, and all the interview and hiring information is automatically stored in a central location. Once the choice is made, the hiring process pushes the information to the onboarding process.

Testing as a craft is a highly complex endeavour, an interactive cognitive process. Humans are able to evaluate hundreds of problem patterns, some of which can only be specified in purely subjective terms. Many others are complex, ambiguous, and volatile. Therefore, we can only automate very narrow spectra of testing, such as searching for technical bugs (i.e. crashes).
Shop around, and you'll find gadgets designed to help you sleep better, devices that promise to smarten up your home entertainment system and even connected tools for more intelligent gardening. We've even reviewed a smart home piggy bank. Sure, some of these devices come with an extra-high novelty factor, but if they're automating something you care about, then they might merit consideration all the same.
It estimates that automated vehicles could threaten or alter 2.2 million to 3.1 million existing U.S. jobs. That includes the 1.7 million jobs driving tractor-­trailers, the heavy rigs that dominate the highways. Long-haul drivers, it says, “currently enjoy a wage premium over others in the labor market with the same level of educational attainment.” In other words, if truck drivers lose their jobs, they’ll be particularly screwed.
Not only might automation and AI prove particularly prone to replacing human workers, but the effects might not be offset by the government policies that have softened the blow of such transitions in the past. Initiatives like improved retraining for workers who have lost their jobs to automation, and increased financial protections for those seeking new careers, are steps recommended by the White House report. But there appears to be no political appetite for such programs.
The promise of automation, touted by optimistic economists and sanguine futurists, has been that yielding work to machines would eliminate the drudgery of mindless, repetitive labor, freeing humans to fill our days with leisure, creative pursuits, or more dynamic work. In 1930, John Maynard Keynes famously speculated that “automatic machinery and the methods of mass production” would help deliver a 15-hour workweek—and even those hours would only be necessary to help men feel they had something to do.
“I see it as a grassroots effort by office workers and others who use a computer as part of their job,” Al Sweigart, the author of Automate the Boring Stuff With Python, told me in an email. Even those with little or no familiarity with programming are now seeking out his work, driven by the ease of automating modern jobs. “I get emails from readers who tell me that they’ve freed up several hours of their (and their coworkers’) days with a collection of small programs,” Sweigart writes.
The legendary thoroughbred trainer D. Wayne Lukas can’t articulate exactly how he manages to see the potential in a yearling. He just does. Apple’s revered designer Jonathan Ive can’t download his taste to a computer. Ricky Gervais makes people laugh at material a machine would never dream up. Do they all use computers in their daily work lives? Unquestionably. But their genius has been to discover the ineffable strengths they possess and to spend as much time as possible putting them to work. Machines can perform numerous ancillary tasks that would otherwise encroach on the ability of these professionals to do what they do best.
Many people have tried to make this point in different ways (e.g. this is also the quintessence of the discussion about testing vs. checking, started by James Bach and Michael Bolton). But the emotionally loaded discussions (because it is about peoples self-image and their jobs) often split discussants into two broad camps: those that think test automation is “snake oil” and should be used sparsely and with caution, and those that think it is a silver bullet and the solution to all of our quality problems. Test automation is an indispensable tool of today’s quality assurance but as every tool it can also be misused.
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Perfecto’s Eran Kinsbruner (@ek121268) compares the 5 most popular open source testing frameworks on over 25 criteria (including suitability for dev and/or QA). Software testing frameworks covered include Selenium, Appium, Espresso, XCTest UI, and Calabash. Evaluation criteria cover both general and mobile testing capabilities.  [Read this software testing tools list]
Instead of creating the "tests" at the end, I suggest starting with examples at the beginning that can be run by a human or a software system. Get the programmer, tester, and product owner in a room to talk about what they need to be successful, to create examples, to define what the automation strategy will be, and to create a shared understanding to reduce failure demand. My preference is to do this at the story level — what some might call a minimum marketable feature — which requires a half-day to a week of work. George Dinwiddie, an agile coach in Maryland, popularized the term "the three amigos" for this style of work, referring to the programmer, tester, and analyst in these roles. Another term for the concept is acceptance test-driven development.

Niven Narain, a cancer researcher, provides a great example. In 2005 he cofounded Berg, a start-up in Framingham, Massachusetts, to apply artificial intelligence to the discovery of new drugs. Berg’s facility has high-throughput mass spectrometers that run around the clock and produce trillions of data points from their analysis of blood and tissue, along with powerful computers that look for patterns suggesting that certain molecules could be effective. “The last thing you want to do now,” Narain told a reporter in March 2015, “is have a hundred biochemists…going through this data and saying, ‘Oh, I kind of like this one over here.’” But he also employs a hundred biochemists. Their objective is not to crunch all those numbers and produce a hypothesis about a certain molecule’s potential. Rather, they pick up at the point where the math leaves off, the machine has produced a hypothesis, and the investigation of its viability begins.
Nearly a century later, despite formidable advances in technology, repetitive tasks persist. Automation continues apace; millions of jobs once carried out by humans are accomplished by software and mechanized factories, while Americans are working harder and increasingly longer hours. The gains from automation have generally been enjoyed not by those who operate the machines, but by those who own them. According to the Organisation for Economic Cooperation and Development, the share of income going to wages in OECD nations has been decreasing since the 1970s, while the share being funneled into capital—into things like cash reserves and machinery—has been increasing. It can seem that some of the only workers who have realized any scrap of that rusty old promise of automation are the ones who’ve carved out the code to claim it for themselves.
Our in-memory computing solutions provide faster access to big data while our Business Process Management (BPM) and business process modeling solutions help create more efficient processes. Our master data management solutions ensure organizations can work with trusted shareable master data. And our complex event processing engine—the world’s fastest—provides streaming analytics for real-time big data and predictive analytics.

Dawn Roberts, owner of Dawn Roberts Consulting, says, “According to my experience, business process automation is used slightly by some and mastered by few. Businesses tend to only really dig in on efficiency when they are forced to via market pressure. When profits are high, inefficiencies typically soar. I improve business processes through automation by taking the following approach, which I like to call the ‘4 S Model™’.”
Software tests have to be repeated often during development cycles to ensure quality. Every time source code is modified software tests should be repeated. For each release of the software it may be tested on all supported operating systems and hardware configurations. Manually repeating these tests is costly and time consuming. Once created, automated tests can be run over and over again at no additional cost and they are much faster than manual tests. Automated software testing can reduce the time to run repetitive tests from days to hours. A time savings that translates directly into cost savings.
With tools like TestComplete, the evolution from manual to automated testing does not have to be difficult. By allowing you to see every action you make, either while generating test code or in administering tests, manual testers can see exactly where to make adjustments while they’re learning. After using automated testing tools and techniques, manual testing has proven to be an effective way of double-checking the software to make sure there is no stone left unturned. In that sense, manual and automated testing go hand-in-hand and, when used properly, can ensure that the final product is as good as it can be.
The Pittsburgh morgue sits in a squat cement building on a street with little light, sandwiched between a bar and a highway. The door was locked and the lobby quiet on Sunday evening; few people were out in the chilly, intermittent rain. A sign on the door instructed visitors to use a nearby phone to reach the security desk. Throughout the night, someone new would be arriving each hour. They were the shomrim, or guards.
Our in-memory computing solutions provide faster access to big data while our Business Process Management (BPM) and business process modeling solutions help create more efficient processes. Our master data management solutions ensure organizations can work with trusted shareable master data. And our complex event processing engine—the world’s fastest—provides streaming analytics for real-time big data and predictive analytics.
For another perspective on open source test automation tools, consider this list by test automation guru Joe Colantonio (@jcolantonio). He covers the 10 most popular software testing tools available on GitHub. Tools covered include EarlGrey, WebDriverIO, Robot Framework, Macaca, Detox, UI AutoMonkey, Gauge, Hound, OWTF, and FluentLenium [Read this software testing tools list]
Many implementations fail because design and change are poorly managed, says Sanjay Srivastava, chief digital officer of Genpact. In the rush to get something deployed, some companies overlook communication exchanges, between the various bots, which can break a business process. "Before you implement, you must think about the operating model design," Srivastava says. "You need to map out how you expect the various bots to work together." Alternatively, some CIOs will neglect to negotiate the changes new operations will have on an organization's business processes. CIOs must plan for this well in advance to avoid business disruption.
While we've yet to find a smart switch that does absolutely everything, the $29.99 iHome iSP6X SmartPlug comes pretty close. It lets you easily controls gadgets and appliances from your smartphone, while delivering an unparalleled level of third-party smart home integration. Not only does it support Amazon Alexa and Google Assistant voice control, it also works with Apple HomeKit, Nest, Samsung SmartThings, and Wink. It lacks energy monitoring, but makes up for it with robust scheduling options, an intuitive app, and painless installation.

As the editor of MIT Technology Review, I spend much of my time thinking about the types of stories and journalism that will be most valuable to our readers. What do curious, well-informed readers need to know about emerging technologies? As a… More writer, I am particularly interested these days in the intersection of chemistry, materials science, energy, manufacturing, and economics.


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During a recent consulting assignment, a tester told me he spent 90 percent of his time setting up test conditions. The application allowed colleges and other large organizations to configure their workflow for payment processing. One school might set up self-service kiosks, while another might have a cash window where the teller could only authorize up to a certain dollar amount. Still others might require a manager to cancel or approve a transaction over a certain dollar amount. Some schools took certain credit cards, while others accepted cash only. To reproduce any of these conditions, the tester had to log in, create a workflow manually, and establish a set of users with the right permissions before finally doing the testing. When we talked about automation approaches, our initial conversation was about tools to drive the user interface. For example, a batch script like this:
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. 

In the near future, home automation may be standardized to let us truly take advantage of all of these additional possibilities. For the time being, the home security providers that specialize in home automation have focused on the most critical and useful parts of a connected home. At a basic level, this means the doors and windows and environmental devices (thermostat, smoke detectors, temperature, humidity, fire and carbon dioxide sensors) that keep you safe and comfortable. For additional real-time security, convenience and control, home automation systems from security providers should also include options for video cameras. With the best systems, you’ll also be able to include lights and individual electrical outlets into your home automation package.
"Smart home" is a very broad term, covering a huge number of connected gadgets, systems and appliances that do a wide variety of different things. "Home automation" is slightly less broad, referring specifically to things in your home that can be programmed to function automatically. In years past, those automations were pretty basic -- lamp timers, programmable thermostats and so on -- but that's fast been changing thanks to the recent sprawl of smart home tech aimed at mainstream consumers.

Counting calories is so last year. Targeting macros (macronutrients like protein, carbs and fats) will help keep you focused on food composition and overall healthfulness rather than just low-calorie options. And hey, you are what you eat! If you give your body the right kinds of nutrients, you’ll have enough energy to crush your next workout instead of feeling fatigued, cranky and craving those foods you’re trying to avoid.


Robotic process automation (RPA)—typically used to automate structured, back office digital process tasks—turns out to be the opening gambit in many organizations’ digital transformation strategies. It also appears to be a precursor to artificial intelligence (AI).  In a recent research project on priorities in process and performance management,  APQC, a business research institute, found that RPA was a nucleus of 69 percent of digital strategies. In another survey on investments in process automation, anticipated RPA projects were right behind analytics and data management, and almost twice as likely as near-term investments in AI or intelligent automation.  (See Figure 1) Only 12 percent of those APQC surveyed had no plans to invest in any of these technologies in 2018.
Summary: Provides visibility into the testing process with capabilities to manage, organize and report on tests. SmartBear QAComplete offers out-of-the-box templates or custom workflow options, defect logging, the ability to trace tests to user stories and reusability across the testing cycle. It also integrates with tools like Jira, Selenium and SoapUI.
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One clear advantage of home automation is the unmatched potential for energy savings, and therefore cost savings. Your thermostat is already “smart” in the sense that it uses a temperature threshold to govern the home’s heating and cooling system. In most cases, thermostats can also be programmed with different target temperatures in order to keep energy usage at a minimum during the hours when you’re least likely to benefit from the heating and cooling.
At present things may look simple and clean as both side setups are being done and all is fine. We have seen on numerous occasions that when a project enters the maintenance phase the project is moved to another team, and they end up debugging such scripts where the actual test is very simple but the script fails due to a 3rd party software problem.
Another common misconception about automated testing is that it undermines human interaction. In all honesty, automated testing is more clear-cut and faster than what humans could do without suffering extensive human errors, so this misconception is understandable. That said, products like TestComplete are designed to facilitate a collaborative approach by including features that allow co-workers to go through a piece of test coding and comment on the script.

In fact, counting macros (or macronutrients) offers several nutritional benefits. For the dieting newbie, meal planning by counting macros is a good way to get a handle on portion control, says Ariane Hundt, a clinical nutrition coach in New York City. “It helps people understand where their calories come from and what impact they have on the body,” she adds. And it also helps you make good, informed choices, such as whole food over processed food.


Chandra Kandukuri is a Technical Test Lead at Microsoft with more than 16 years of software development experience in multiple environments, developing automation frameworks and tools. He advocates the use of TDD and dedicating the time and resources to do it well. Although it is relatively uncommon to see teams utilize TDD in his experience, Kandukuri recommends the method with automated software testing because of the positive teamwork habits it can promote.
As demands for safety and mobility have grown and technological possibilities have multiplied, interest in automation has grown. Seeking to accelerate the development and introduction of fully automated vehicles and highways, the United States Congress authorized more than $650 million over six years for intelligent transport systems (ITS) and demonstration projects in the 1991 Intermodal Surface Transportation Efficiency Act (ISTEA). Congress legislated in ISTEA that "the Secretary of Transportation shall develop an automated highway and vehicle prototype from which future fully automated intelligent vehicle-highway systems can be developed. Such development shall include research in human factors to ensure the success of the man-machine relationship. The goal of this program is to have the first fully automated highway roadway or an automated test track in operation by 1997. This system shall accommodate installation of equipment in new and existing motor vehicles." [ISTEA 1991, part B, Section 6054(b)].
The method or process being used to implement automation is called a test automation framework. Several frameworks have been implemented over the years by commercial vendors and testing organizations. Automating tests with commercial off-the-shelf (COTS) or open source software can be complicated, however, because they almost always require customization. In many organizations, automation is only implemented when it has been determined that the manual testing program is not meeting expectations and it is not possible to bring in more human testers.
The increased level of production is important to companies developing software for rapid (sometimes daily) release. Companies like Google automate testing to scale their software development process and release products that billions of users rely on daily. Google created new testing roles and job titles for their engineers when they realized the benefits of automated testing during their rapid growth. Their efforts resulted in higher quality, more reliable, and more frequently released software.

The second area, application coverage, looks at the test process from other directions -- typically, the percentage of the requirements that are "covered." One common application coverage tool is a traceability matrix -- a list of which tests cover which requirements. Typically, test case management software records all the planned tests and allows testers to mark that a test case "ran" for any given release, which allows management to determine what percentage of tests were "covered." This is a sort of "quality assurance" look at the test process, which should ensure that each part of the application is covered, along with a management control.
An across-the-board complaint about MFP is that it doesn’t calculate net carbs for you, and if you’re paying attention to your sugar alcohols, you have to add them manually. It does calculate your fiber and it’s simple enough to subtract that out. Only you can decide whether or not you’ll get annoyed by having to do the math in your head every day.
The strategy that will work in the long term, for employers and the employed, is to view smart machines as our partners and collaborators in knowledge work. By emphasizing augmentation, we can remove the threat of automation and turn the race with the machine into a relay rather than a dash. Those who are able to smoothly transfer the baton to and from a computer will be the winners.
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Automated testing expanded with Agile principles because testing in a repeatable manner that is secure, reliable, and keeps pace with the rapid deployment of software is required for this environment. In their book Agile Testing: A Practical Guide for Testers and Agile Teams, authors Lisa Crispin and Janet Gregory claim Agile development depends on test automation to succeed. They emphasize the team effort required for test automation and recommend automating tests early in the development process. Also, the development of automation code is as important as the development of the actual production code for software. The “test-first" approach to development is known as Test-Driven Development.


However, actually building automated tests for web applications can be challenging because the user interface of your application might change regularly, because of incompatibilities between browsers and because you usually need to support various server or client platforms. The following tools make it easier to build and execute automated tests for your web application.
I think we can all agree that automation is a critical part of any organization's software delivery pipeline, especially if you call yourself "agile." It's pretty intuitive that if you automate testing, your release cycles are going to get shorter. "So, if that's the case," you might say, "why don't we just automate everything?" There's a good reason: automation comes with a price.
Maybe that means buying an additional device from the same brand as your original purchase, but it doesn't have to. In general, smart home manufacturers see the value in keeping things at least somewhat open, and many go out of their way to embrace third-party hubs and smart home platforms as a means of providing compatibility with other gadgets. That means that you've got a lot of options. And, if you're looking for an easy way to stay on top of what works with what, our handy smart home compatibility tracker is here to help.
Experts say that BPM has five to six stages: planning and strategic alignment, process analysis, process design, process implementation, process monitoring, and process refinement, although the planning and strategic alignment stage is under debate. Regardless, all experts agree that the last step should include continuous improvement activities, making the overall process a cycle that never really ends.
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