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Santorine: We Need to Fail Faster to Succeed Sooner in Wheeling Area
You can and will be a Hall of Fame slugger if you fail seven out of 10 times at the plate in Major League Baseball. It takes a batting average just north of .300 to get there. That’s in the “Majors.” As good as it gets.
That is a 70 percent failure rate.
But we expect our employers to step up to the plate and knock it out of the park every time. That’s a remarkable mental disconnect, isn’t it?
I love sports metaphors for life and business because they are so uncannily accurate.
I think it speaks volumes about the games that we play, and how seriously all sports affect us. Remember that cliche, work hard, play hard? I know, as Americans, we do that better than anyone else in the world.
When I talk to entrepreneurs about startups, I tell them what I learned investing my own money. On a good year, I had about .342 average just like Babe Ruth, and during a great year, a Ted Williams like .406 (Which, I might add, he only accomplished for one season).
I ask these highly motivated entrepreneurs to look at the people on either side of them and know their business will likely not survive.
It’s no better in corporate America.The statistics on new product successes are about the same. 70 percent fail. 30 percent succeed.
So, we know that:
Some “Artificial Intelligence” companies are going to fail.
Some “Green Energy” companies are going to fail.
Some “Software” startups are going to fail.
The beauty of capitalism is that it’s a self-organizing chaotic system. The emphasis is on “self-organizing” It’s a whole different thing when the government gets involved.
The government will spend your money with reckless abandon in a futile attempt to justify their “economic development” investment in a buggy whip manufacturer. They will pick unqualified people who have the right political connections to receive the money extorted from their constituents, and those same unqualified people will find a way to line their pockets from the public treasury.
Private industry does not have the same amoral obsession as bureaucrats. The business world has balance sheets, which are factual. If you continue to lose money, it’s likely you won’t have money to pay the power bill, and the lights will go out.
Like sports, it’s a numbers game. You lose, you head to the showers. If you’re smart, you make corrections, and we will see you again next year.
The other thing we know is that about one-third of these startups will position the communities where they are located for future success. But you can’t get to those diamonds without moving around a lot of dirt.
Our beloved Wheeling area has historically driven entrepreneurs away. The number of times I’ve heard that “so and so” is bankrupt because their latest venture failed makes me want to wretch. Most people don’t know what bankruptcy is, the difference between a business one and a personal one, but they KNOW it all, and if their business goes down, so does the entrepreneur.
The rumor mill is why I don’t do startups in Wheeling. It’s not worth the commentary from the know-it-alls. So, I invest in startups that create jobs elsewhere, because the environment in Wheeling is just too toxic.
Wheeling needs to understand that the steel industry is not coming back. The coal industry is not going to come back to its former glory. I do appreciate them both, and the fine people who make a difference in legacy industry, but truth is truth.
By measuring every startup in the Ohio Valley by this hundred-year metric, and by families carping that “Johnny is out doing this stupid startup when he could be making real money in the mill” pins us in a corner where we don’t have a back bench. That means we don’t have a future.
We do not have new companies vying to make it, and to be the critical new employers we need in this Ohio Valley.
Who’s on deck? Well, no one. It shows, too.
“I have not failed. I've just found 10,000 ways that won't work.”
― Thomas A. Edison
For the record, investors are more likely to invest with an entrepreneur who had a business that didn’t work out. They learned what worked, and more importantly, what didn’t. Were they too early to market? Too late? Did they chase a market that really didn’t exist? So much to learn, and so little time.
So far, it’s the Wheeling community that has discouraged entrepreneurs from doing start-ups. They have done it actively, too.
Let’s face more truth – you miss 100 percent of the balls you don’t swing at.
Wheeling does not swing at many, and when we do, there is a propensity to pick big picture snake oil salesmen who doesn’t have the business chops to pull it off.
So, go hug an entrepreneur. If you like their business proposal, get behind them.
If you have some money to lose, invest with them, and fully expect the money to go away. That way, you’ll be pleasantly surprised if you get a return.
Then, take a piece of your winning and invest again. Trust me, it’s more fun than the casino!
Wheeling needs startups. The community culture about business needs to change. And we need business to fail on its own. We need this to happen now, and for it to happen quickly.
By failing faster, we will succeed sooner.
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Ascending to Excellence: The University of Dayton's MS in Computer Science
Are you passionate about computer science and ready to take your skills to the next level? Pursuing a Master of Science (MS) in Computer Science can be a transformative step in your academic and professional journey. The University of Dayton offers an outstanding program that not only ensures academic excellence but also provides a supportive and innovative environment for students. Let's explore why the University of Dayton's MS in Computer Science is the perfect choice for your future.
Why Choose the University of Dayton for Your MS in Computer Science?
The University of Dayton, located in Dayton, Ohio, is a renowned institution known for its commitment to academic excellence and fostering innovation. Here are some compelling reasons why the University of Dayton's MS in Computer Science program stands out:
Cutting-Edge Curriculum
University of Dayton MS in CS program boasts a comprehensive and cutting-edge curriculum designed to prepare students for success in the rapidly evolving field of computer science. From foundational principles to advanced topics like artificial intelligence, cybersecurity, and data science, the program covers all essential aspects.
Expert Faculty
At the core of the University of Dayton's program are its esteemed faculty members. These experts bring a wealth of industry experience and academic expertise to the classroom, providing students with valuable insights and mentorship. Their dedication to research ensures that students receive a world-class education.
Research Opportunities
The University of Dayton is a research-intensive institution, offering students numerous opportunities to engage in innovative research projects. Whether you're interested in machine learning, software engineering, or computer networks, the university's research facilities and collaborations with industry leaders create an environment conducive to exploration and discovery.
Industry Connections
Dayton, Ohio, is home to a thriving technology industry, and the University of Dayton's strategic location provides students with access to a wide range of internship and job opportunities. The university's strong relationships with local businesses and tech companies facilitate seamless transitions from academia to the professional world.
State-of-the-Art Facilities
The University of Dayton is committed to providing students with access to the latest technology and resources. The program is supported by state-of-the-art facilities, ensuring that students have the tools they need to excel in their studies and research.
Supportive Community
Beyond academics, the University of Dayton offers a supportive and inclusive community. Students can participate in various clubs, organizations, and events that foster personal and professional growth. The tight-knit campus atmosphere promotes collaboration and networking.
Financial Assistance
The University of Dayton understands the importance of affordability in education. The institution offers a variety of financial aid options, including scholarships, assistantships, and grants, to help students pursue their academic goals without undue financial burden.
Conclusion:
If you're passionate about pursuing an MS in Computer Science and seeking a program that combines academic rigor with real-world opportunities, the University of Dayton should be at the top of your list. With its cutting-edge curriculum, expert faculty, research opportunities, industry connections, state-of-the-art facilities, and supportive community, the University of Dayton provides an exceptional educational experience.
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Replacing Humans “Is the Furthest Thing From Our Mindset,” Says the Company Selling an A.I. Radio Host
The humble broadcast-radio host, whether a disc jockey or interviewer or reporter, has been going through it for decades now. The 1996 Telecommunications Act fueled the consolidation of local stations, decimating their staffs. The explosion of online radio, music and video streaming, and podcasting have upended ratings for shows on public airwaves. Phones and computers and smart speakers increasingly supplant radio sets. Funding for public radio is notoriously unreliable. It isn’t the best time for your modern-day Wolfman Jacks, or for any media profession.
On top of all that, your local DJ was already on the losing end of the artificial-intelligence revolution. Before the A.I. hype from last year, and even before the COVID recession demolished media ad markets, broadcast networks were gutting on-air talent at the both the national and collegiate level to trim budgets and automate programming: syndicating well-known shows and brands, prerecording and prearranging late-night broadcasts, training a roboticized voice to fill in the space when needed. Coupled with major streaming services’ dependence on algorithms and automation to curate playlists and make user recommendations—often with bizarre side effects—these developments make clear that the music industry anticipates the need for fewer humans down the line.
A.I. hasn’t yet finished killing the radio star, nor is it truly likely to anytime soon. But there’s a new digital buddy out there that might give hosts additional pause: RadioGPT, a new tool from the Ohio-based software company Futuri Media that fully digitizes the broadcast host as you know it. According to Futuri, which has worked with large corporations like iHeartMedia and Tribune Publishing, its “new and revolutionary product” combines a few tools: TopicPulse, a Futuri app that provides an automated way to scan media sources and pull out relevant topics for coverage; GPT-3, the large language model that powers the hit chatbot ChatGPT; and A.I.-voice “personalities” made by Futuri that can learn the info scraped by TopicPulse and aggregated by GPT-3 to read readymade copy live on air. Oh, and it’s trained to know all available facts about the music played by your station, so it can even intro upcoming tracks and provide trivia as needed. The RadioGPT beta is currently being tested by large radio owners in the United States and Canada, and to gauge from preliminary reviews, it seems pretty good. Accomplished enough, at the very least, to reawaken worst-case fears regarding the future of human radio jobs, no matter what you actually make of RadioGPT’s humanoid talent.
I recently spoke with two Futuri Media executives—CEO and co-founder Daniel Anstandig, and CFO Marty Shagrin—to discuss the reasons for creating RadioGPT, the potential use cases for the tech, and how to square radio-industry automation with the Futuri team’s “passion for entertainment and pop culture,” as Anstandig characterized it. Our conversation has been edited and condensed for clarity.
Nitish Pahwa: When did you come up with the idea for RadioGPT?
Daniel Anstandig: The idea for RadioGPT started before GPT was a mainstream concept. About three years ago, we started working on an A.I. voice project to help augment on-air personalities and bring voices to air shifts for radio and TV programming that are typically unmanned—when there aren’t people in the studio and there’s no live and local content available. Along the way, there’ve been limitations around the realness versus the synthetic quality of the voices, and there’ve been challenges we’ve faced around making the on-air hosts more humanistic.
Over the last 10 years, we’ve developed automation systems that directly interface with radio and TV stations and the automation systems that run what’s happening on the air. We had TopicPulse, which scans information from Facebook, Twitter, Instagram, and over 250,000 news sources so we can see what’s trending in a local market as big as New York or as small as Medicine Hat, Alberta. We’ve also been able to integrate GPT-3, which has made our scripts more conversational. That was a big breakthrough. At the same time, we had a breakthrough around our A.I. voices becoming more humanlike and more, I would say, interesting to listen to over long-form programming.
Marty Shagrin: We’ve built our company around helping broadcasters focus on local content that is engaging, that brings people of a community together. A.I. has been in development for a long time, so itself, it’s not magical. It’s about the way that it’s used to deliver against the promise of broadcast content, whose 90 percent national reach has been built on local and live content.
Something you mentioned, Daniel, is that there’s so much radio at this point that’s been automated, especially late-night programming. So from your view, RadioGPT is a way to bring back personality to those humanless shifts?
Anstandig: I do think there’s an advantage to being more current, and we have technology that helps personalities or talent to be timely. As an example, inside TopicPulse, we use A.I. to predict what’s going to go viral in a local market. So if a station is voice-tracking—that’s the industry term for what you’re describing—or prerecording their content with a personality, they could conceivably look ahead in that market to see what’s currently trending with their audience and what’s predicted to go viral, or determine what will be interesting at that time.
One of the advantages of RadioGPT is that it knows about an artist or a song or about a current event, so it can speak to a broad range of topics concisely and in an entertaining way. When we set up RadioGPT voices, this is not text-to-speech. This is setting up character and personality in A.I., with a perspective, with character traits, with a viewpoint that is presenting a certain view or idea to the audience. That’s a tremendous upgrade from listening to prerecorded content.
It’s interesting to hear that angle, because I think when it comes to DJs or radio workers who’ve seen the industry contract—especially in terms of headcount—some might be inclined to say: “It’s A.I. that’s pushing us out of our jobs to begin with. And now there’s this new A.I. gizmo to fill in for people who’ve been displaced.” I’m curious if you’ve heard from local DJs about what they make of an advanced tool like this.
Anstandig: We have heard from a lot of air personalities as well as station owners and managers. We’ve heard from virtually every major streaming service, as well. In general, everyone is leaning in to the opportunity to dream up innovative, creative ways to augment talent, or to help talent do what they do best and create more companionship on the air. As an example, if you have a show that is carried in multiple markets, imagine that show is able to use the same station host or that same host’s voice to narrate local weather, news, traffic, or to talk about an event that’s happening, even though the show is on a national platform. That’s tremendous. Imagine that you could take a show that’s presented in English but then, in near real time, translate it into Spanish and have that read by an A.I. voice. You could also look at situations where hosts want to add RadioGPT or A.I. as a co-host and interact with it.
We have heard from personalities that are concerned that somehow there’s a mission here to replace them. But that is the furthest thing from our mindset. Local is the key to attracting audiences, and you can bet every streaming service is going to innovate in this way. We’re talking to every major service about ways to use our system. Why shouldn’t radio do the same thing? Radio shouldn’t have unmanned air shifts without live and local content.
A.I. systems—whether for voice imitation or LLMs or aggregation—run on big datasets, and there are all sorts of energy and computing costs. What’s the financial burden of making a product like this and distributing it?
Anstandig: The cost of doing this well is tremendous because you are stacking on different technologies, some that are proprietary and patented by Futuri and created over many years, along with services like GPT-3. So there is an innovation cost upfront. We think, in the long run, that for companies to do this well, there will be continued investment, but obviously technology cost scales over time.
Shagrin: We think about the financial impact all the time. But that was probably seventh or eighth on the priority list. First and foremost for us is, will the audience like this? Is this going to be an engaging solution for our partners to deliver great content to their audience? If this can help them do that, then it’s something that we owe it to them to explore.
I’ve spoken with musicians over the years who are miffed at the algorithmification of playlists, which fuels this situation where a lot of the same big artists get picked by the same big playlists over and over again. And if you’re not on there, or unless your label’s doing payola, you’re not going to gain that distribution. With more systems like this in the radiosphere—which is still important to artists—what you would say to concerns about automated systems highlighting the same artists time and again?
Anstandig: There’s this sense that technology tends to amplify what it thinks is already popular. However, that all comes down to the complexity of the algorithm and the way the algo is built to serve a certain listener. I personally have been involved in it, not only at Futuri but in the music industry; I’ve published and written hundreds of songs. So I’m always concerned about how the algos are prioritizing or exposing different songs and artists to new audiences. What I can tell you is that I believe today there’s more opportunity for independent artists and non-label acts to find an audience than ever before. I think there used to be a paradigm that familiarity was the most important thing when it came to prioritizing what shows up in a playlist or in an algo. Now, there’s more nuance around what the audience really wants: Are there certain types of music and entertainment that are more appealing when they’re new or more novel?
Shagrin: Remember, the way RadioGPT works is that it’s hooked up to and synced with a radio station’s automation system. We can offer ideas, but they’re still dictating what is played when, and what that looks like. Local markets know more about their audience, and so they still dictate that, and they can still drive that.
Local news has been decimated in all markets, whether newspapers or radio shows or TV. There are all these attempts to try to revitalize it, including yours, it sounds like, where you scan social networks and news outlets for reports you can broadcast over the radio. But there can be a lot of misinformation or misleading news that spreads quickly, and that in turn can be picked up; I’m thinking about, say, the false reports that often surround a mass shooting. I’d love to hear what sorts of guardrails you have in mind to stanch that effect.
Anstandig: It’s always best to have a human in the studio when there’s a crisis. We’ve seen that in recent years with active shooter situations, local weather disasters. That being said, there are ways to surface information faster: looking at location-based data and combining that with niche publications, blogs, or traditional news outlets for verification. In the case of TopicPulse, even though we have over a decade of experience in social media monitoring and predictions and A.I.-powered discovery of stories, we still have a small human moderation team that observes what’s trending in the system, that looks into trends as they’re emerging in markets. Because we do recognize there’s a certain amount of assurance or accountability that comes with being on this side of media.
Shagrin: The active shooter situation is near to me. I have a daughter who goes to Michigan State, where I know you went to school. So I was living that shooting situation in real time through my phone, as she was texting me and seeing how the news was covering it.
One of the things we focus on is that what’s relevant in a local market and to an audience is not always breaking. Breaking news is a bit of a different business than we are in. We are trying to identify those stories that are trending, relevant, most engaging to an audience. By doing that, we reduce the risk of reporting something that was first put out there and was incorrect. I know there were lots of incorrect stories being reported as that was going on at Michigan State.
I did have MSU on the mind when asking that—I’m really glad your daughter’s OK.
Changing the subject: Since the late ’90s, a lot of local radio stations have been consolidated or shuttered. How can A.I. revitalize local news and targeted music curation even when the corporate structures of radio markets may not be best suited for local regions?
Anstandig: First, I’ll just say that A.I. is not inherently biased or dishonest. It’s trained by humans. So when we think about RadioGPT and TopicPulse and our technology, we are training it with a media mindset. We’re ensuring that it’s trained on diverse, high-quality data sources, that the information generated can ultimately stand up to the trade winds of media, and that we don’t expect that we’re the last stop when we deliver content or information to a newsroom or to a broadcaster. That we know there are humans to verify and fact-check and think about regulation and ethical guidelines.
I think A.I. is part of the future recipe for media growth. It is certainly a way that costs can be reduced in certain parts of the industry, but it’s also an incredible growth mechanism. Information can be personalized and localized at a level that very few newsrooms have the capacity for right now. As an example, if you’re covering the Los Angeles DMA, you have such a wide range of cultures and pockets of community to cover—from Orange County to West Hollywood to Long Beach to Downtown L.A. There are all very different groups of people with differing lifestyles, and news that matters in one area doesn’t necessarily matter in another. There are ways, using stream-stitching technology and other tools, to personalize and localize news in a way that matches the interests and the needs of a hyperlocal audience. There’s data analysis that can go into the formation of that content, prioritizing which types of topics or stories should be covered by different types of people on the team. There’s a lot of efficiency built in that elevates humans working in news to do what they do best, knowing that discovery and being able to surface content and information and emerging trends is more efficient for them.
When it comes to investigative reporting, I believe that that’s boots on the ground. Humans are still going to accomplish investigative reporting better than A.I., but A.I. is a heck of an assistant.
To take it back to music, when you look back at the history of radio, there’s often some quirky DJ personality taking out obscure records for listeners. With all these A.I. systems where you can personalize things—text and images and even music—is human curation dead?
Anstandig: No. I know there’s still a tremendous passion in broadcast radio to elevate new and local artists. There’s more of that in some markets than in others because the risk tolerance of placing emerging artists that are unfamiliar or unknown is just different in different-size markets.
But I think—between social media influencers who specialize in music, bloggers, YouTubers, Instagrammers—there are more creative pathways for a new artist or track to find the right platform and audience. I think that’s only going to continue to grow.
In that vein, do you think radio stations should look into hiring A.I.-attuned people, like prompt engineers or coders or basic fact-checkers/editors?
Anstandig: I believe that radio and TV, and media in general, should do what they do best and bring the human element and local influence to what, partnering with technologists who can provide the platforms and systems that help them to elevate their creativity, intuition, expertise. We’re not attempting to replace the human element that makes the sales process or the creative marketing process special, unique, effective. We’re simply providing data-driven insights to help an account or marketing executive be more effective about creating powerful campaigns.
I think that’s a perfect example of partnering the unique spark of a human with a unique spark of A.I. And I think there will be more of a combination. I don’t think broadcast radio companies necessarily need to suddenly turn into computer or data science hives and start building the next megamachine
Shagrin: There’s nothing magical about A.I. in itself. It’s only magical if it delivers something that the people want. Media companies—most businesses, frankly—should find a way to put the technology to use as a utility to deliver the results that they want. It doesn’t mean you have to be an expert in the guts of A.I.
In your respective views, what do you think is the best use case for RadioGPT, and what is the worst?
Anstandig: I think the best case is creating more entertaining, informative, live and local content for every radio station in the world, and attracting and retaining and entertaining audiences. The worst is completely replacing humans who mean so much to their communities and to their advertisers. But I think there’s so much more upside here than there is downside for everyone, especially the audience.
Shagrin: You know, I’m the CFO. Cutting costs is not where this is the best use case. This is about delivering great content.
Anstandig: I look forward to the day that A.I. and human shows are in real, direct competition with each other. I think it’ll raise the bar for broadcasters and air talent. It’ll be entertaining, and the listeners will win.
Future Tense is a partnership of Slate, New America, and Arizona State University that examines emerging technologies, public policy, and society.
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#Artificial Intelligence Software Columbus#Artificial Intelligence Software Ohio#Artificial Intelligence Software USA
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Sr. Mary Kenneth Keller: Catholic nun, first woman to receive PhD in computer science in the US
Quote: “We’re having an information explosion, among others, and it’s certainly obvious that information is of no use unless it’s available.”
Sister Mary Kenneth Keller, born in Ohio in 1914, entered the Sisters of Charity in 1932 and professed her vows in 1940. She went on to study at DePaul University, where she received a B.S. in Mathematics and an M.S. in Mathematics and Physics. Before this, very little is known of her life; even her birth year is disputed.
In the 1960s, Sister Keller studied at the University of Wisconsin. She also studied at Purdue, the University of Michigan, and Dartmouth College. Dartmouth relaxed the rule barring women from its computer center, which allowed Keller to help develop the computer language BASIC. (Before BASIC, only mathematicians and scientists could write custom software; BASIC allowed anyone who could learn the language to do so, making computer use accessible to a much larger swath of the population.)
Keller’s dissertation, written in CDC FORTRAN 63, was titled “Inductive Inference on Computer Generated Patterns.” In 1965, she became the first American woman to earn a Ph.D. in Computer Science.
Afterward, Sister Keller founded the computer science department at Clarke College in Iowa, which she directed for 20 years. She was passionate about providing access and information to everyone, not just computer scientists. She also envisioned a world in which computers made people smarter and learned to think on their own. Keller said, “For the first time, we can now mechanically simulate the cognitive process. We can make studies in artificial intelligence. Beyond that, this mechanism [the computer] can be used to assist humans in learning. As we are going to have more mature students in greater numbers as time goes on, this type of teaching will probably be increasingly important.”
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Artificial Intelligence Lead Generation for Attorneys
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Finding yourself in a car crash is a long term concern and it can result in lost income as time passes. Whenever a person has been far from help months because of the injuries, it might commence to hamper their financial well-being. Whether it be a day's worth of wages or maybe more, the adding expenses can become overwhelming for many individuals. As a result, it's essential to receive appropriate compensation to your trouble and be sure this lost income is replaced. If the relevant injuries are permanent, it's important to get into compensation for future lost earnings too.
Property Damage
The car involved in an auto accident has to be taken into account when it comes to property damage. When your car has been damaged, there are actually associated repair bills that has to be paid. To successfully receive appropriate compensation for your vehicle's repair work or diminished value, take the time to reach out to Kenneth S. Nugent, P.C.. The law firm will guarantee you obtain sufficient monetary value to your property loss.
Complete Compensation
Exactly what makes Kenneth S. Nugent, P.C. among the finest options in all of the of Columbus? It involves knowing you are likely to receive access to a premier law firm having the ability to handle compensation-related cases. Instead of settling for less, it is possible to end up having complete compensation to your medical bills, repair bills, and lost income.
Kenneth S. Nugent, P.C. takes the time to look into and collect evidence concerning the auto accident. The law firm has become among the finest at exactly what it does and yes it begins by analyzing the client's case. The group will pour through everything inch by inch to make sure all things are understood in depth. This can be a stepping-stone towards delivering complete compensation to you.
The reason for Your Crash
Finding yourself in a car crash is a challenging situation and it's best to concentrate on your state of health and legal standing. Kenneth S. Nugent, P.C. can take the opportunity to recognize what caused the crash, what evidence can be obtained, and how to be sure your case is presented effectively. Each detail is vital across the long haul and means you can create a strong claim within your favor.
The law firm begins by centering on the car accident, liability, and regardless of whether there are actually supplementary factors to bear in mind. Each detail is vital inside the build-up of a case and can significantly help to help have a positive verdict.
Kenneth S. Nugent, P.C. is focused on investigating the car accident and is appreciated for identifying the client's legal situation. It will help establish additional court action towards collecting evidence, analyzing facts, and making certain all things are to be able. This includes using assistance from industry-grade accident reconstruction experts. This law firm is prepared to go that step further because of its clients and yes it starts by delivering state-of-the-art resources for the case.
Kenneth S. Nugent, P.C. remains to be the ideal selection for those seeking to manage their case properly and want the best law firm in Columbus. This top-rated law firm has become the best fit for clients inside the city and is ideal for victims seeking to present a strong, fact-based case. The group is professional, passionate, and can attempt to deliver full compensation to the people needing it. When it comes to fighting a legitimate battle and making certain your rights are kept intact, Kenneth S. Nugent, P.C. is the only option worth taking into consideration. This is exactly what helps to make the law firm an excellent fit for everyone. Get Artificial Intelligence AI Lead Generation for Attorneys today!
#Artificial Intelligence#Artificial Intelligence for law firms#AI lead generation#AI software for law firms#Lawyer Artificial Intelligence
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Staffing Agencies: Need To Adopt Artificial Intelligence in USA | Rekrooting Company in Columubs
Staffing Agencies: Need To Adopt Artificial Intelligence in USA!
If candidates are lying, nervous, or even surprised. Of course, your average interviewer should have the ability to do this too, but AI software can read emotions as data that can help tabulate a candidate’s personality or success for a particular position—especially when these traits like “people skills” or keeping calm under pressure are integral to the job.
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AI Lead Generation for Lawyers
Artificial Intelligence Software for Attorneys In Duluth Georgia
Trusted Artificial Intelligence legal representation from the wake of the accident is important. Kenneth S. Nugent, P.C. is more than pleased to assist with all your legal has to guarantee complete financial recovery. Whether it's challenging specific auto-related charges or seeking compensation for medical-related fees, this auto accident attorney has your very best interests at heart. With a wonderful choice of legal services, this firm continues to set the gold standard due to its clients and is the top option in all of Columbus. With several years of professional experience and a desire for assisting clients, Kenneth S. Nugent, P.C. is dedicated to going the additional mile and litigating your case effectively. Place your trust within your firm and are aware of the case will be handled properly.
Top reasons to Choose Our Law Office and Our Artificial Intelligence Software for Law Firms
Is it Wise to Hire Any Lawyer to your Car Crash Case? Get AI Software to help!
A run-of-the-mill legal representative isn't going to work as soon as the goal is to win your case. It's vital that you look for a specialized legal professional with ample experience managing cases in Columbus. This segment of law continues to change with every day and it's essential to pick a law office that is on the top of things from day one.
An experienced lawyer understands things to look for and the way to approach legal matters linked to the case. This ensures mistakes aren't made and quick adjustments are possible whenever necessary. Kenneth S. Nugent, P.C. will be the gold standard for the reason and it also starts having a team of competent legal professionals with the ability to aid in auto-related cases. Once the initial assessment is complete, legislation firm will receive down to work and analyze each angle in depth before creating a strong strategy. This is the benefit of choosing a well-qualified law office with a team of proven experts in auto accident cases. This team is keen about its work and ensures you access the compensation you deserve.
Don't become another case number in Columbus and know your rights as being a client. Kenneth S. Nugent, P.C. is focused on helping clients with their cases and ensuring the proper approach is obtained from day one. Including keeping you informed about proceedings and just how the truth is continuing to move forward all the way. This is the amount of personalization essential to win you over and ensure the truth is handled from the right manner continuing to move forward. As an alternative to going with a traditional "settlement" firm, why not choose Kenneth S. Nugent, P.C. and know you are working with somebody that cares?
Understanding Auto Accidents with Artificial Intelligence
Driving a vehicle is typical as well as something the normal person does regularly. Also a safe driver can wind up around the wrong end of the accident as somebody else drives recklessly on the highway. When an auto accident transpires, it's vital that you recognize the appropriate risks and advance with valid legal representation.
In accordance with modern research, 1000s of crashes take place in the center of Duluth each month and also this number keeps rising.
When placed into a scenario similar to this, it's vital that you understand what's occurring and who to call. Kenneth S. Nugent, P.C. is far more than ready to aid in all legal matters and is a mobile phone call away. Simply talk to a legal representative, understand more about the options, and know you are going to be treated the right way from day one. This is the charm of going with a qualified law office in Columbus as soon as you can.
Artificial Intelligence Legal Assistant
A vehicle accident can happen to anyone and it's essential to recognize what you can do when you're involved. Being in a collision can cause an injury and it's better to seek medical assistance as quickly as possible. Once medical assistance is sought out, it's time for you to talk to a competent legal professional and understand more about the options. A competent legal professional will take time to analyze what is going on and just how it needs to be handled after the facts are written down. This will go a long way in presenting a strong case and ensuring your rights are cared for. This really is a major benefit from working with Kenneth S. Nugent, P.C. and knowing your legal rights are in good hands.
Kenneth S. Nugent, P.C. is famous for being one of the more reputable and trustworthy automobile accident selections for those wanting a personalized legal experience. Being able to reach out to a world-class auto accident attorney can make all the difference worldwide and may ensure your case is handled correctly.
When an auto accident injury occurs, the medical costs can also add up and it's better to seek compensation. Whether it is a minor or significant injury, the expenses can involve emergency visits, follow-up visits, examinations, medications, and more. A list is endless and it's difficult to pay these bills without assistance. Together with these costs, you may face surgery-related expenses based on the injury. As a result, it's best with an attorney present at all times to assess these expenses and figure out what's the proper move going forward.
Take note, there are particular regulations in position to ascertain whether or not compensation applies. A vehicle accident attorney in Columbus can help with these details and knows what you can do within your specific case. You may want to call Kenneth S. Nugent, P.C. and discover more about accidental injuries protection and other associated options regarding legal policies in the state of Ohio.
Lost Income
Being in an auto accident can be a long-term concern and it can cause lost income over time. Every time a person has become clear of help months because of the injuries, it could begin to hamper their financial well-being. Whether it is a day's amount of wages or higher, the adding expenses may become overwhelming for most people. As a result, it's vital that you receive appropriate compensation for your personal trouble and ensure this lost income is replaced. If the relevant injuries are permanent, it's important to get into compensation for future lost earnings too.
Property Damage
The automobile in an auto accident must be considered in terms of property damage. When your car has become damaged, there are associated repair bills that has to be paid. To make sure you receive appropriate compensation for your vehicle's repair work or diminished value, take time to reach out to Kenneth S. Nugent, P.C.. Legal requirements firm will ensure you will get sufficient monetary value for your personal property loss.
Being in an auto accident can be a challenging situation and it's best to focus on your wellbeing and legal standing. Kenneth S. Nugent, P.C. can take the chance to recognize what caused the crash, what evidence is accessible, and the way to make sure your case is presented effectively. Each detail is important across the long haul and means can put in place a strong claim within your favor.
Legal requirements firm begins by paying attention to the car accident, liability, and whether or not there are supplementary factors to be aware of. Each detail is important from the build-up of a case and may go a long way in assisting acquire a positive verdict.
Kenneth S. Nugent, P.C. is dedicated to investigating the car accident and is appreciated for identifying the client's legal situation. This can help establish additional court action towards collecting evidence, analyzing facts, and ensuring all things are in order. Including using the assistance of industry-grade accident reconstruction experts. This law office is ready to go that step further due to its clients and it also starts by delivering state-of-the-art resources for the case.
Distracted Driving
With rules gift for distracted driving (texting and driving), this has become a prospective cause for auto accidents in Columbus. This issue is growling larger with every day and also this includes new-age devices entering the market. Keeping this at heart, it's vital that you know the way serious this could be and just how important it really is to look for legal counsel when served with a charge similar to this.
Drunk Driving
Driving under the influence is noted as being a significant legal matter and can cause the driver's arrest. Drunk driving is usually a cause for accidents and can cause major injuries based on the victim's situation. While strict regulations are in place against driving under the influence, dui continues to occur as only a small number of drivers are arrested each and every year.
Aggressive Driving
Being on the highway with somebody that is driving aggressively could be a difficult experience at the best of times. While Columbus tends to have traffic, it's important so that the roads are managed well and aggressive driving (i.e. tailgating, intimidating drivers, weaving) is avoided. For situations where aggressive driving causes a car accident, it's better to look for Kenneth S. Nugent, P.C as quickly as possible. This can be the best way to evaluate which occurred, the way involved aggressive driving, and what's the right way forward within your legal case.
Artificial Intelligence and Kenneth S. Nugent, P.C. remains to be the ideal option for those wanting to manage their case properly and desire the ideal law office in Columbus. This top-rated law office has become the proper fit for clients from the city and is ideal for victims wanting to present a strong, fact-based case. The team is professional, passionate, and may make an effort to deliver full compensation to the people needing it. With regards to fighting a legitimate battle and ensuring your rights are kept intact, Kenneth S. Nugent, P.C. is your best option worth taking into consideration. And this is what definitely makes the law office with AI a great fit for anyone.
#ai for law firms#Artificial Intelligence#Artificial Intelligence for lawyers#Artificial Intelligence for attorneys#AI legal Assistant
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Artificial Intelligence Law Firm Software
Artificial Intelligence Lead Generation Leading Automobile Accident Attorney In Columbus
Trusted legal representation within the wake of your accident is important. Kenneth S. Nugent, P.C. is more than pleased to aid with all your legal must guarantee complete financial recovery. Whether it's challenging specific auto-related charges or seeking compensation for medical-related fees, this auto accident attorney has your very best interests in your mind. Using a wonderful collection of legal services, this firm is constantly set the gold standard because of its clients which is the number one option in every of Columbus. With many years of professional experience and a passion for assisting clients, Kenneth S. Nugent, P.C. is committed to going the excess mile and litigating your case effectively. Place your trust within your firm and know the case will be handled properly.
Reasons to Choose Our Law Practice Artificial Intelligence Software
We comprehend the nuances of auto-related cases and they are a great law office for all of your legal requirements.
We offer AI Software for Lawyers:
* A long list of legal services
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This law office is committed to understanding your needs and will assembled an intensive legal solution without delay. With exceptional financial resources, many years of legal expertise, and the capability to handle auto-related cases, Kenneth S. Nugent, P.C. is the ideal option for your needs.
Will it be Wise to Hire Any Lawyer for your personal Car Accident Case?
A run-of-the-mill legal representative isn't going to work once the goal is always to win your case. It's crucial that you find a specialized legal professional with ample experience managing cases in Columbus. This segment of law is constantly change with each day and it's important to choose a law office which is on top of things from the first day.
A certified lawyer understands things to search for and the way to approach legal matters related to the case. This ensures mistakes aren't made and quick adjustments are possible whenever necessary. Kenneth S. Nugent, P.C. is definitely the gold standard for the reason and yes it starts having a team of competent legal professionals with the ability to help with auto-related cases. As soon as the initial assessment is finished, the law firm is certain to get right down to work and analyze each angle in more detail before discovering a strong strategy. This is actually the advantage of picking a well-qualified law office with a team of proven experts in auto accident cases. This team is enthusiastic about its work and guarantees you obtain access to the compensation you deserve.
Don't become another case number in Columbus and know your rights as being a client. Kenneth S. Nugent, P.C. is centered on helping clients making use of their cases and ensuring the proper approach is obtained from the first day. This consists of keeping you informed about proceedings and how the truth is continuing to move forward every step of the way. This is actually the level of personalization essential to win you over and be sure the truth is handled within the right manner continuing to move forward. As an alternative to using a traditional "settlement" firm, why not choose Kenneth S. Nugent, P.C. and know you are picking somebody that cares?
Understanding Auto Accidents
Driving a car or truck is usual and something the average person does regularly. A safe driver can find yourself on the wrong end of your accident as someone else drives recklessly on your way. When an auto accident transpires, it's crucial that you recognize the appropriate risks and move forward with valid legal representation.
According to modern research, thousands of crashes take place in the center of Columbus monthly which number continues to rise.
When dedicated to a predicament similar to this, it's crucial that you understand what's taking place and who to call. Kenneth S. Nugent, P.C. is a lot more than ready to aid in all legal matters which is a mobile phone call away. Simply talk with a legal representative, understand more about the options, and know you will be treated the right way from the first day. This is actually the charm of using a qualified law office in Columbus once you can.
The National Highway Traffic Safety Administration (NHTSA) states approximately 2.4+ million people are involved in accidents causing injury. Using this group, over 30,000+ find yourself dying in auto accidents.
A vehicle accident could happen to anyone and it's important to recognize what can be done when you're involved. Getting into a collision can cause a personal injury and it's best to seek medical assistance at the earliest opportunity. Once medical guidance is sought out, it's time for you to talk with a competent legal professional and understand more about the options. An effective legal professional will spend some time to analyze what is going on and how it must be handled once the facts are written down. This may significantly help in presenting a robust case and making sure your rights are very well looked after. This really is a major benefit from picking Kenneth S. Nugent, P.C. and knowing your legal rights happen to be in good hands.
Kenneth S. Nugent, P.C. is noted for being just about the most reputable and trustworthy car accident selections for those wanting a personalized legal experience. Having the ability to get in touch with a world-class auto accident attorney could make a big difference on earth and may ensure your case is handled correctly.
Whether it is a motorcycle accident, car crash, pedestrian accident, or some other auto-related accident, Kenneth S. Nugent, P.C. is the best choice for the case.
When you are associated with a Columbus collision, it could be tough to understand the options and what constitutes a legitimate case. To avoid guessing, please take the chance to get in touch with Kenneth S. Nugent, P.C. and understand more about what can be done. A vehicle accident attorney will ensure the proper measures are taken as well as your legal rights are the main target.
Exactly what can Kenneth S. Nugent, P.C. Assist With?
When it comes to accident injury victims, the losses could differ and Kenneth S. Nugent, P.C. can assist over these situations.
Medical Expenses
When an auto accident injury occurs, the medical costs can also add up and it's best to seek compensation. Whether it is a small or significant injury, the expenses can involve emergency visits, follow-up visits, examinations, medications, and more. Their list is endless and it's tough to pay these bills without assistance. Along with these costs, you may face surgery-related expenses according to the injury. Because of this, it's best to have attorney present at all times to gauge these expenses and figure out what's the proper move going forward.
Please be aware, there are specific regulations in place to figure out whether compensation is valid. A vehicle accident attorney in Columbus can assist with one of these details and knows what can be done within your specific case. Go ahead and call Kenneth S. Nugent, P.C. and learn more about injury protection and other related options regarding legal policies in the state of Ohio.
Lost Income
Getting into an auto accident is a long term concern and it can cause lost income over time. Each time a person has become away from work for months because of the injuries, it can learn to hamper their financial well-being. Whether it is a day's amount of wages or maybe more, the adding expenses may become overwhelming for most of us. Because of this, it's crucial that you receive appropriate compensation for the trouble and be sure this lost income is replaced. When the relevant injuries are permanent, it's important to gain access to compensation for future lost earnings too.
Property Damage
The vehicle in an auto accident needs to be noted in terms of property damage. If your car has become damaged, there are actually associated repair bills that has to be paid. To successfully receive appropriate compensation for the vehicle's repair work and/or diminished value, spend some time to get in touch with Kenneth S. Nugent, P.C.. Legal requirements firm will ensure you obtain sufficient monetary value for the property loss.
Complete Compensation
Exactly what makes Kenneth S. Nugent, P.C. among the finest options in every of Columbus? It has to do with knowing you will receive entry to a premier law office with the ability to handle compensation-related cases. As an alternative to settling cheaper, you can end up with complete compensation for the medical bills, repair bills, and lost income.
Kenneth S. Nugent, P.C. takes time to analyze and collect evidence regarding the auto accident. Legal requirements firm continues to be among the finest at just what it does and yes it begins by analyzing the client's case. The group will pour through everything inch by inch to make sure things are all understood in more detail. This really is a stepping-stone towards delivering complete compensation for you.
The Cause of Your Crash
Getting into an auto accident is a challenging situation and it's best to concentrate on your overall health and legal standing. Kenneth S. Nugent, P.C. will require the chance to recognize what caused the crash, what evidence can be obtained, and the way to ensure your case is presented effectively. Each detail is important across the long term and means you can put in place a robust claim within your favor.
Legal requirements firm begins by focusing on the auto accident, liability, and whether there are actually supplementary factors to be aware of. Each detail is important within the build-up of a case and will significantly help in aiding achieve a positive verdict.
Kenneth S. Nugent, P.C. is committed to investigating the auto accident which is appreciated for identifying the client's legal situation. This helps establish additional legal action towards collecting evidence, analyzing facts, and making sure things are all in order. This consists of using assistance from industry-grade accident reconstruction experts. This law office is ready to go that step further because of its clients and yes it starts by delivering state-of-the-art resources towards the case.
Distracted Driving
With rules present for distracted driving (texting and driving), this continues to be a prospective cause of auto accidents in Columbus. This challenge is growling larger with each day which includes new-age devices entering the industry. Keeping this in your mind, it's crucial that you recognize how serious this is often and how important it can be to seek legal services when shown a charge similar to this.
Driving Under The Influence
Driving under the influence is noted as being a significant legal matter and can cause the driver's arrest. Driving while intoxicated is generally a cause of accidents and can cause major injuries according to the victim's situation. While strict regulations happen to be in place against driving under the influence, dui continues to happen as only a small amount of drivers are arrested each and every year.
Aggressive Driving
Being on your way with somebody that is driving aggressively could be a difficult experience at the best of times. While Columbus will have traffic, it's important to ensure the roads are managed well and aggressive driving (i.e. tailgating, intimidating drivers, weaving) is avoided. For situations where aggressive driving causes a car accident, it's best to find Kenneth S. Nugent, P.C at the earliest opportunity. This can be the only method to determine what happened, the way involved aggressive driving, and what's the right way forward within your legal case.
Artificial Intelligence Lead Generation - Kenneth S. Nugent, P.C. remains to be the ideal option for those looking to manage their case properly and want the ideal law office in Columbus. This top-rated law office continues to be the proper fit for clients within the city and is fantastic for victims looking to present a robust, fact-based case. The group is professional, passionate, and may aim to deliver full compensation to individuals needing it. When it comes to fighting a legitimate battle and making sure your rights are kept intact, Kenneth S. Nugent, P.C. is the only option worth looking at. This is what makes the law office an excellent fit for all. Get the best Artificial Intelligence for lawyers here!
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Unlocking Your Future: Kent State University's MS in Computer Science
Are you passionate about computer science and ready to take your skills to the next level? Pursuing a Master of Science in Computer Science (MS in CS) can open doors to exciting career opportunities in this ever-evolving field. Kent State University offers a comprehensive and forward-thinking program that could be your gateway to success. In this blog post, we'll explore the Kent State University MS in CS program and why it could be the right choice for your academic and professional aspirations.
A World-Class Faculty
Kent State University boasts a distinguished faculty in the field of computer science. The professors bring a wealth of knowledge and industry experience to the classroom, ensuring that students receive a top-notch education. With a student-to-faculty ratio that allows for personalized attention, you'll have ample opportunities to engage with professors, collaborate on research projects, and gain invaluable insights into the latest trends in computer science.
Cutting-Edge Curriculum
The MS in CS program at Kent State University is designed to equip students with the skills and knowledge needed to excel in the tech industry. The curriculum covers a wide range of topics, including data science, artificial intelligence, software engineering, and cybersecurity. With a strong emphasis on hands-on learning, you'll have the chance to apply theoretical concepts to real-world scenarios, preparing you for the demands of the industry.
Research Opportunities
Kent State University is committed to fostering innovation and research in computer science. As a student in the MS in CS program, you'll have access to state-of-the-art labs and facilities, enabling you to engage in cutting-edge research projects. Whether your interests lie in machine learning, computer vision, or cybersecurity, Kent State provides the resources and mentorship to help you pursue your research passions.
Industry Connections
Kent State University's location in Ohio positions it as a hub for tech companies and startups. The university has strong ties with local and national tech industries, providing you with ample networking opportunities and potential internship placements. These connections can be instrumental in jumpstarting your career and securing valuable job prospects upon graduation.
Diverse and Inclusive Community
Kent State University values diversity and inclusion, creating an environment where students from all backgrounds can thrive. This inclusive atmosphere fosters collaboration and the exchange of ideas among a diverse group of peers. The university's commitment to diversity ensures that you'll gain a well-rounded education that prepares you to work in multicultural and global settings.
Career Support
Securing your dream job is a top priority at Kent State University. The career services department offers a range of resources to help you prepare for interviews, build your resume, and connect with potential employers. With the skills and knowledge gained from the MS in CS program and the support of the university's career services, you'll be well-equipped to launch a successful career in the tech industry.
Affordable Tuition
Kent State University understands the financial considerations that come with pursuing higher education. The MS in CS program offers competitive tuition rates and various financial aid options to assist you in achieving your academic goals without accumulating excessive debt.
Conclusion:
Kent State University MS in CS program offers a fantastic opportunity for aspiring computer scientists to advance their careers. With a world-class faculty, cutting-edge curriculum, research opportunities, industry connections, a diverse community, and career support, Kent State equips its students with the skills and knowledge needed to excel in the tech industry. If you're ready to unlock your potential and take the next step in your computer science journey, Kent State University could be the perfect destination for your MS in CS studies. Apply today and embark on a transformative educational experience that will shape your future.
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The Predicament of Virtual Learning
It was Friday, March 13th. The bell rang, and the halls of my high school were brimming with chatter as usual- save for one major difference. There were no discussion of after-school hangouts, or basketball practice, or the absurd amount of homework assigned for the weekend; all conversation has turned to one topic only: school is out, possibly for good. I had no idea, back then, that walking out of my seventh period classroom was a one-way trip.
Now, the classroom is dissolved, at least in a traditional sense. Coronavirus drove students and teachers into their homes, and with that shift came the movement from physical to virtual learning. However, this movement came with several problems, including a less effective curriculum, lack of crucial access for some, and invasive anti-cheating methods. The impact that COVID-19 has had on education is widespread, and it appears to not be leaving anytime soon. As an Ohio arts teacher phrases it:
“I’m depressed and I miss my students. I can’t connect well this way.” (Education Week, 2020)
Teaching Through a Screen: Zoom and Video Call Fatigue
Viewing fellow students and/or teachers through a screen adds an impersonal touch that leaves many unmotivated and anxious. The awkward silences and glitchiness of online education builds up over time, leading to video call fatigue, as Kate Murphy of the New York Times explains:
“The problem is that the way the video images are digitally encoded and decoded, altered and adjusted, patched and synthesized introduces all kinds of artifacts: blocking, freezing, blurring, jerkiness and out-of-sync audio. These disruptions, some below our conscious awareness, confound perception and scramble subtle social cues. Our brains strain to fill in the gaps and make sense of the disorder, which makes us feel vaguely disturbed, uneasy and tired without quite knowing why.” (Murphy, 2020)
A virtual classroom makes it incredibly difficult to read facial and body language, and an entire day of nothing but hurdling over problems is almost certain to lead to exhaustion. This exhaustion bleeds into student and teacher performance alike; attempts to account for lower quality work with pass/fail systems and relaxed grading scales only temporarily alleviate the issue, as months of Zoom calls means a degraded learning experience as a whole.
And, on another note, what of the students that can’t access the internet at all?
Essential Workers and Essential Education Don’t Mix
For low-income students that depended on outside locations to have access to wi-fi, as well as workers deemed essential during the crisis, online schooling has presented additional obstacles to learning.
I was fortunate enough to attend a high school where each student was assigned a laptop to use, but in poorer areas and for college students without the luxury of designated equipment, access to a computer or even a stable internet connection is much more scarce. On top of the struggle to comprehend material through a screen rather than in person, there is the constant question of how to connect to Zoom meetings, submit assignments, etc.
“The absence rate appears particularly high in schools with many low-income students, whose access to home computers and internet connections can be spotty. Some teachers report that fewer than half of their students are regularly participating.” (Goldstein, Popescu, Hannah-Jones, 2020)
Even prior to the pandemic, some were at a disadvantage due to their economic situation. Now, especially with the unemployment rate skyrocketing past fourteen percent, the highest in U.S. history according to tradingeconomics.com, more and more families are burdened with financial stress that make affording internet near impossible. For those that remain in the workforce, the long hours required of them during the crisis has introduced a new hurdle to scheduled meetings and even simply making time for assignments. Teacher Michelle Martin-Sullivan paints a vivid image of her problems trying to reach students:
“Many of her students are essential workers at stores like Walmart and have begun picking up extra shifts to support their families. Other students, as well as some teachers, don’t have internet access at all.” (Markus, 2020)
The strain of juggling work and school proves overwhelming for some, and an inability to access wi-fi doubles the load. To put it simply, switching to a pass/fail grading system is at best putting a bandaid on a gunshot wound. The wealth gap is proving fatal to the education of low-income students, and even for those who can enter their virtual classrooms, a matter of privacy comes into question...
Did We Not Learn Anything From 1984?
Now, Zoom and test proctors are far from Orwell’s terrifying surveillance state, but the point of individual privacy and discomfort of being watched still stand. Zoom has been faced with criticism over its security and privacy practices from the moment it exploded in popularity at the front end of the pandemic, but even as the service has addressed these concerns, one major flaw continues to present itself: for free users, end-to-end encryption of data will not be offered. As explained by Wired’s Lily Hay Newman:
“End-to-end encryption allows data to move between devices in a form that is unreadable to anyone other than the recipients—protecting the information in transit from snooping by your internet service provider, the government, or communication platforms themselves.” (Newman, 2020)
On top of Zoom ‘hackers’ infiltrating calls and potential for sensitive information to be stolen, the company seems to be more concerned with profitability than the safety of its users.
Post-lecture, many teachers and professors have taken to using proctoring software/services such as Examity or Proctorio to discourage cheating. However, both algorithmic and live proctors suffer from drawbacks. Using a machine to detect cheating may initially seem productive, but based on how the a.i. was trained, there could be a bias in favor of certain skin tones, face shapes, etc. as experienced by a University of Washington student and described to Rebecca Heilweil:
“...the tool’s facial detection algorithm seemed to struggle to recognize them, so they needed to sit in the full light of the window to better expose the contours of their face, in their view an indication that the system might be biased.” (Heilweil, 2020)
In a separate article, Heilweil explains this trained bias in more detail.
“Often, the data on which many of these decision-making systems are trained or checked are often not complete, balanced, or selected appropriately, and that can be a major source of — although certainly not the only source — of algorithmic bias.”
Human proctors, on the other hand, are widely viewed as an invasion of privacy by students. Having a teacher walk around the room during the exam is quite different than this virtual ‘equivalent,’ where students are monitored one-on-one. As if exams weren’t stressful enough, test-takers must additionally try not to alert the proctor, who is watching them for the entirety of the exam, to potentially suspicious behavior such as eye movement or whispering. As Jackson Hayes from the University of Arizona phrases it:
“’Every student I know finds this the creepiest thing ever,’ Hayes says. On his campus, he finds, ‘the predominant feeling towards Examity is ‘Screw this.’” (Chin, 2020)
Orwell is laughing in his grave, as far as I’m concerned.
All this is to say...
Through the mess of virtual learning, it is beyond troublesome for students to get the education they (or their parents) are paying for. Despite this, though, teachers are still working hard to reach their students. This may be our temporary normal, but just as this haphazard system was created, so can we try to make the best of a less than ideal situation. I’ll always feel a pang of regret not getting to experience the last third of my senior year live, but hopefully I- and everyone else- will come out stronger for it.
“The COVID-19 crisis may well change our world and our global outlook; it may also teach us about how education needs to change to be able to better prepare our young learners for what the future might hold.” (Luthra, Mackenzie, 2020)
Sources:
Images, in order of appearance:
https://www.theverge.com/2020/3/31/21197215/how-to-zoom-free-account-get-started-register-sign-up-log-in-invite
https://www.forbes.com/sites/yolarobert1/2020/04/30/heres-why-youre-feeling-zoom-fatigue/#b6a61112ac69
https://lakecentralnews.com/45022/top-stories/life-with-essential-worker-in-family/
[created by author]
[created by author]
Links, in order of use:
https://www.edweek.org/ew/articles/2020/06/03/how-did-covid-19-change-your-teaching-for.html
https://www.nytimes.com/2020/04/29/sunday-review/zoom-video-conference.html
https://www.nytimes.com/2020/04/06/us/coronavirus-schools-attendance-absent.html
https://tradingeconomics.com/united-states/unemployment-rate#:~:text=Unemployment%20Rate%20in%20the%20United,percent%20in%20May%20of%201953.
https://www.vox.com/2020/4/23/21233042/coronavirus-online-learning-teachers-students
https://www.wired.com/story/zoom-end-to-end-encryption-paid-accounts/
https://www.vox.com/recode/2020/5/4/21241062/schools-cheating-proctorio-artificial-intelligence
https://www.vox.com/recode/2020/2/18/21121286/algorithms-bias-discrimination-facial-recognition-transparency
https://www.theverge.com/2020/4/29/21232777/examity-remote-test-proctoring-online-class-education
https://www.weforum.org/agenda/2020/03/4-ways-covid-19-education-future-generations/
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SOBRE “THE SECOND DIGITAL TURN : DESIGN BEYOND INTELLIGENCE”
David Bestué
Para Mario Carpo, profesor de Historia y Teoría Arquitectónica en The Bartlett School of Architecture de Londres, las tecnologías digitales no solo posibilitan nuevos resultados formales sino que han cambiado nuestra manera de pensar la disciplina arquitectónica. En un libro anterior, La arquitectura en la edad de la imprenta (2001), el historiador italiano analizó la influencia de manuales como el tratado de arquitectura de Sebastiano Serlio a partir de la popularización de la imprenta en el siglo XVI, lo que permitió difundir y estandarizar modelos arquitectónicos ligados al estilo renacentista. En esta ocasión el objetivo se plantea más arduo, al querer historiografiar una serie de evoluciones tecnológicas muy recientes: el cambio operado en la profesión por la aparición de la electrónica en el seno de las escuelas y estudios de arquitectura. Si bien los primeros tanteos con esta tecnología se remontan a los años sesenta, la popularización de herramientas digitales como el AutoCAD se produjo en los años ochenta y noventa, durante el denominado primer giro digital.
Carpo indica que el ordenador posibilitó la culminación de un proceso histórico iniciado por Gottfried Leibniz y su invención del cálculo diferencial. La matemática barroca encontró la manera de usar ecuaciones para sustituir los dibujos de las figuras simples geométricas. No es casual, pues, que el libro El pliegue de Gilles Deleuze se popularizara durante esta época, así como el gusto por la curva y el escorzo, como si de un reenactment barroco se tratase. Lo más distintivo de la primera ola digital fueron sus curvas fluidas y las superficies únicas que difuminaban la distancia entre la vertical y la horizontal, y fusionaban interior y exterior mediante la continuidad espacial de una cinta de Moebius. Una estética redondeada y líquida ligada a la parametrización expresada en proyectos de arquitectos como el de Greg Lynn, y que en otros ámbitos de la cultura tuvo su correspondencia con los videoclips de Björk o las carrocerías bulbosas de los coches. De hecho el diseño asistido por computadoras fue desarrollado en sus inicios por Pierre Bezier y Paul de Castejau, dos matemáticos ligados a dos compañías automovilísticas, Renault y Citroën respectivamente, que trabajaron al mismo tiempo para hallar una notación gráfica que permitiera racionalizar el proceso de diseño de las carrocerías que hasta ese momento debían calcularse manualmente a partir de prototipos de yeso. Posteriormente, el MIT y empresas como Boeing y General Motors perfeccionaron estos sistemas que permitieron plantear técnicamente diseños aerodinámicos.
Los primeros arquitectos en usar estos avances fueron los ligados a la deconstrucción, que aplicaron las nuevas tecnologías en su investigación estructural. Para Peter Eisenman, por ejemplo, el uso de Form-Z, un software desarrollado en la universidad de Ohio, le ayudó a socavar los principios de la arquitectura moderna. Influenciado por la práctica de Jacques Derrida, el arquitecto americano se sirvió de Form-Z para usar técnicas como el escalado y la repetición de elementos para desdibujar la escala humana, la especificidad del emplazamiento y la percepción temporal. La autogeneración de formas también le permitió introducir la idea de indeterminación y arbitrariedad, conceptos que le ayudaban a poner en duda la noción de autoría. Para alguien centrado en investigar la autonomía de la práctica arquitectónica no habría mayor sueño que el de una inteligencia artificial capaz de automatizar y desplegar por sí misma esa arquitectura.
A diferencia de Eisenman, Frank Gehry y otros arquitectos se sirvieron de las nuevas herramientas digitales para enfatizar el origen manual del proyecto, al reproducir un croquis o un modelo de cartón. En 1991 Gehry diseñó Fish para el Puerto Olímpico de Barcelona. Para hacerlo posible usó el software CATIA y una técnica de escaneo 3D, originalmente ideada para la industria médica, que le permitió digitalizar unas maquetas realizadas manualmente. El resultado fue una forma compleja y asimétrica, la antesala al Museo Guggenheim Bilbao, diseñado entre 1991-1994 y que tras su inauguración el año 1997 se convirtió rápidamente en el icono de la nueva arquitectura digital. Este edificio fue posible no solo gracias a la evolución en los sistemas de cálculo, sino también mediante la aplicación de herramientas informáticas en la industria de la construcción, como el control numérico, lo que permitió la automatización de las herramientas industriales y la posibilidad de fabricar piezas no estandarizadas sin el uso de matrices o moldes.
El uso de este tipo de tecnologías favoreció que muchas predicciones formales de los años noventa pudieran ver la luz a principios de los 2000, en una época que recuerda otros momentos de intensidad en los que el dominio de la técnica ha llevado a intentar llevar al límite sus posibilidades físicas. Antes de que la crisis económica frenara esta exuberancia digital, España se llenó de torsiones y espirales. Aparecieron en nuestro entorno nuevos motivos decorativos a modo de estructuras ingenieriles y escenografías bidimensionales; cerramientos de diferentes colores que imitaban superficies pixeladas o celosías metálicas con perforaciones aparentemente desordenadas, juegos visuales ligados a lo aleatorio y a una ausencia de sentido. Este deseo por replicar de algún modo la estética digital llevaba parejo un cierto desagrado al constatar los problemas del material, como cuando observábamos las manchas de humedad en el interior del pabellón puente de Zaha Hadid en Zaragoza, o cuando leímos que alguien había robado las lamas de cobre del inconcluso balneario de Toyo Ito en Torrevieja. En todo caso, para Mario Carpo las curvas de los años noventa y principios del siglo XXI no fueron una invención sino un revival del diseño redondeado y futurista de los sesenta. En su obra Carpo se centra en la segunda ola digital, que tuvo lugar más adelante, bajo la influencia de Internet y el llamado Big Data.
Algo que sorprende de este libro es constatar como el desarrollo de una tecnología específica, la relacionada con el almacenaje de datos, ha conllevado cambios profundos en la disciplina arquitectónica al permitir el uso de herramientas más complejas. Carpo ejemplifica este cambio con un slogan de Gmail: “Search, don't sort”, es decir, busca, no ordenes. Este planteamiento supone el reverso del pensamiento clásico: la humanidad siempre hizo clasificaciones para hallar un orden en el mundo, organizarse, estructurar... Las computadoras, sin embargo, no necesitan este orden preestablecido, porque buscar es más fácil que clasificar. En la actualidad el Big Data permite variar las condiciones de cálculo, posibilitar las webs participativas y el desarrollo de la impresión y el escaneado 3D. Aunque Carpo no lo explicite, está claro que al trazar ejemplos de esta evolución técnica se hace patente que se está llevando a cabo en un contexto principalmente anglosajón donde, una vez más, las posibilidades económicas van a facilitar o imposibilitar el acceso a estas nuevas tecnologías.
En el ámbito del cálculo estructural, el Big Data permite la realización de un vasto número de ensayos digitales mediante múltiples variaciones. La web 2.0 y el open source software también posibilitan la intervención de colaboraciones en el proceso de un proyecto. Ya no se trata de una obra individual sino de un equipo que va agregando, ajustando y adaptando una primera propuesta genérica. Si nos fijamos en una oficina de proyectos de ingeniería, la autoría ligada a la figura de un calculista se ha diluido en una red de equipos y empresas que en ocasiones ya trabajan en el seno de las constructoras. Por otro lado, a nivel material se puede calcular el comportamiento de diferentes tipos de cemento en una misma construcción, por lo que el material usado en una estructura puede dejar de ser homogéneo o isótropo. Otra de las consecuencias del casi ilimitado almacenamiento de datos ha sido el uso de la impresión 3D. Las impresoras 3D domésticas se popularizaron a partir de 2008 y en 2012 tenían un coste de unos 1.700 euros, lo que provocó que rápidamente se introdujeran en los estudios de arquitectura para la elaboración de modelos y maquetas. Inicialmente la automatización industrial ligada al control numérico operaba con superficies bidimensionales, en cambio en las impresoras 3D cada voxel se imprime individualmente: se trata de una fabricación aditiva, no sustractiva.
Para Mario Carpo hay otra tecnología ligada al 3D que puede revolucionar el registro espacial. En un libro anterior que he citado anteriormente, La arquitectura en la edad de la imprenta, el historiador italiano trazó un recorrido por la evolución de la notación arquitectónica, describiendo el uso de la oralidad por parte de los canteros medievales, la escritura y los diagramas de los primeros libros de construcción y, más adelante, los dibujos y esquemas más técnicos de los manuales que surgieron con la aparición de la imprenta. Para Carpo el uso cada vez más extendido del escaneo 3D puede suponer un paso adelante, un cambio a la hora de abordar un proyecto o una experiencia arquitectónica ya que rompe con la visión bidimensional y la perspectiva renacentista. El escáner 3D se popularizó a partir de 2010 gracias a un juego para la videoconsola Xbox 360 desarrollado por Microsoft Kinect. El aparato tenía incorporado un sensor de profundidad con un proyector de infrarrojos que permitía registrar mediante triangulaciones la habitación del usuario. En 2012 estudiantes de arquitectura usaron esta técnica para escanear pequeños elementos que fueron importados a un software CAD standard. En la actualidad ya es posible registrar cualquier espacio con esta tecnología, realizar un registro espacial que no privilegia un punto de vista determinado sino que los contiene todos a la vez y que posibilita ya no solo la reproducción exacta del elemento escaneado o los dispositivos de la llamada realidad aumentada sino también nuevos sistemas de localización, locomoción y distribución.
Una vez descritos los diferentes avances técnicos que han tenido lugar durante la segunda ola digital, Mario Carpo se aventura a trazar posibles consecuencias estéticas o formales. Para Carpo en la actualidad el estilo digital está ligado a la posibilidad de trabajar con alta resolución (él habla de “Excessive Ressolution”), lo que ha desembocado en el hiperrealismo o el llamado Weird Realism, popularizado por Graham Harman y otros filósofos relacionados con el realismo especulativo. El Weird Realism o realismo extraño, se basa en una sensibilidad ligada a las brechas y los desajustes, a lo áspero y lo angular, conceptos alejados del gusto por las curvas que tuvo lugar durante los años noventa. Para ilustrar esa tendencia Mario Carpo habla de las obras de Michael Hansmeyer, un arquitecto suizo que el año 2013 presentó Digital Grotesque I, uno de los primeros espacios a gran escala impresos en 3D. Quizás el Museo Nacional de Qatar, diseñado por Jean Nouvel e inaugurado recientemente, también sirva de ejemplo de esta arquitectura caótica e irregular, en este caso inspirada en las formas minerales de una rosa del desierto. Al observarla, sin embargo, ya no nos sorprende su complejidad, como quizás sí que lo hicieron proyectos anteriores. Ahora somos conscientes de la posibilidad constructiva de ese tipos de obras, que de algún modo nos desagradan porque no son fruto de una invención, sino de un retorcimiento nervioso y gratuito, apenas oculto por el alarde técnico que exhiben. En el ámbito del arte contemporáneo sucede algo similar. Empresas como Factum, con sede en Madrid, ofrecen tecnologías de fresado, fundición o impresión en 3D en grandes dimensiones a artistas como Anish Kapoor o Marc Quinn, que se valen de estas nuevas herramientas para operar cambios de escala o distorsiones a reproducciones miméticas de elementos sacados de la realidad. Al ver estas obras, como al repasar las últimas esculturas de Jaume Plensa, Tony Cragg o Damien Hirst, pensamos en el malentendido que se produce a veces cuando los artistas creen que están produciendo innovaciones formales por el simple hecho de usar una tecnología avanzada. En estos casos, sin embargo, la fascinación que producen estos nuevos medios acaba condicionando excesivamente sus obras, que se parecen más a ejemplos prácticos de lo que la tecnología puede que a las decisiones personales del propio artista. Es como si la técnica los adormeciera, incapaces entonces de forcejear con ella (como por otro lado sí que hacen artistas como Rubén Grilo). Cuando observamos estas obras, pensamos que quizás es pronto para determinar el alcance de la segunda ola digital, y que posiblemente lo más importante no será su impacto formal.
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ReAlpha plans to spend $1.5B to buy short-term rental homes
Invigorated by Airbnb’s success, more investors are entering the short-term rental market.
Ohio-based asset management company ReAlpha plans to spend as much as $1.5 billion to buy short-term rentals, Bloomberg News reported. The amount is enough to purchase about 5,000 homes, Giri Devanur, the company’s CEO, told the outlet.
Over the past decade, a herd of entrepreneurs joined the short-term vacation rental sector. As the industry matures, large-scale investors are joining the pool, hoping to get their slice of the short-term rental pie.
“The business model has been proven, and now the opportunity is to do this at scale,” Scott Shatford, CEO of AirDNA, which provides data and analytics to the industry, told Bloomberg News. “People can’t figure out how to deploy capital quickly enough.”
ReAlpha will initially target homes in Austin, Dallas and Miami, deploying artificial intelligence software to evaluate listings. The company also is hoping to buy foreclosed homes when a federal foreclosure moratorium ends.
“We can analyze thousands of properties in a minute. For us, everything is through technology,” Devanur told the outlet.
Buying homes for short-term rentals is complicated by a shortage of housing inventory that is now at its lowest. In addition to individual homebuyers, short-term rental investors will have to compete with Blackstone Group or KKR, which aims to buy billions of dollars worth of houses to operate single-family home rentals — another popular area for investment.
Having larger scale investors listing more homes on its platform could benefit Airbnb as its users may have options that aren’t currently available. An Airbnb representative declined to comment.
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