SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " credential " 145 found 🔀 AI-powered Shuffle
‘The reality, for better or worse’: Columbia comp sci students and faculty grapple with AI’s disruption of the field
‘The reality, for better or worse’: Columbia comp sci students and faculty grapple with AI’s disruption of the field ‘The reality, for better or worse’: Columbia comp sci students and faculty grapple with AI’s disruption of the field A field that once seemed like a direct path to stable, lucrative work is becoming less certain under AI, students and faculty told Spectator. By Ria Vasishtha and Arjun Menon May 3, 2026 Shanying Liu / Deputy Illustrations Editor Asia Genawi, SEAS ’29, first encountered artificial intelligence during her sophomore year at her high school in Indiana. Back in 2023, policies on AI varied widely—even within the same district—and some schools had no guidance at all. As Genawi began to see the effects of AI trickle into her classroom, she turned to guidance from her home state’s Department of Education, which she said she found “outdated and inaccessible.” Genawi spent the rest of her high school career dedicated to the issue, including writing a 15-page memo exploring varying AI policies across Indiana schools, which she sent to every Indiana state senator and representative whose contact information she was able to find. She later helped draft a bill that would have required public high schools to establish and share their own AI policies with students in an accessible format. But with so many other bills already awaiting referral, hers never made it to committee. When Genawi arrived at Columbia to study computer science, she found that the gaps she had spent years trying to address in Indiana had followed her there. Many students and professors were also grappling with what AI meant for the field. Across Columbia’s undergraduate schools, computer science has become the most popular major—accounting for around 11 percent of degrees awarded in Columbia College, 32 percent in the School of Engineering and Applied Science, and 12 percent in the School of General Studies in 2024. While the number of computer science majors in SEAS grew from 166 to 173 during the 2024-25 academic year, the total number across the three schools fell around 4.5 percent from 393 to 375, driven by declines at Columbia College and General Studies. At Barnard, it has grown to become the second most popular major as of 2025, up from third the year prior. The number of degrees awarded have grown fivefold since 2016. Faculty members and students in the department told Spectator that the surge in the major’s popularity has been driven in large part by its apparent promise of a secure, well-paid career path. However, they noted that the recent rise of generative AI has compromised the sense of stability that once defined the field, even as interest in technical skills among students persists. According to data from the Federal Reserve Bank of New York in 2024, out of 74 majors tracked, computer science had the fifth highest unemployment rate among majors at 7 percent, while computer engineering had the second highest at 7.8 percent. “Anecdotally, people are moving away from CS as a major,” Daniel Bauer, a senior lecturer in the computer science department, said. “They’re still taking some of our classes, right, because they think they need that, but they’re instead majoring in other things.” Bauer described a field that had shifted from what he called a “nerdy outlier discipline” to one that “everyone needs,” a sign that technical skills have become a baseline expectation across industries with the emergence of AI. “A lot of people thought, ‘Oh, it’s a guaranteed path to a stable income. You get a six-figure job right out of your undergrad,’” Bauer said. Now, companies may see AI as a way to reduce demand for entry-level programmers, especially in what he calls “code monkey jobs,” roles where a large number of employees are “just writing out code nine-to-five.” Chris Murphy, a senior lecturer in the computer science department, described the current moment as the convergence of two forces: the downturn of the job market and generative AI coming onto the scene. “Things kind of started to really pick up in 2014, 16,” he said, recalling the years after the weaker 2010 market. Murphy added that this was also a period where “students were getting more experience outside of class than they were inside of class” through internships, jobs, and side projects. Murphy suggested that the earlier momentum helped make computer science feel like both an academic program and a reliable pathway into work. That feeling is harder to sustain now as the industry reconfigures, which is a shift that students are seeing firsthand. Rebecca Yu, SEAS ’27, said that during a recent internship in Big Tech, she saw that “every single tech company was racing to integrate” large language models. She added that her manager said her intern class was the first to complete their assigned projects, which she attributed to the increased efficiency that comes with AI. Frank Liu, SEAS ’29, said that with AI lowering the barrier to coding, companies now expect everyone to write code. “A lot of companies outright say if you’re not using coding in your job, you might get fired for not being productive enough,” Liu said. Yu similarly expressed that students increasingly have to accept AI being a part of industry workflow, adding that many also “make use of it to maximize their productivity.” Richard Li, CC ’28, described a “franticness” among his peers as the pace of change accelerates. He explained how “some new tool” is released regularly, noting that tools rise and fall in prominence within weeks. He has come to believe that he doesn’t need to “match that speed all the time” and keep up with every development. Li has learned that AI tools allow him to “take a breath” and “get back into the loop much easier than before” when he needs to. While some companies specifically target Columbia when hiring, sending representatives to campus career fairs and recruiting large numbers from Columbia, a computer science degree cannot be treated as a static credential, Yu described. “You can’t just get your degree and stop learning after that. You have to always be learning,” Yu said. “That is something you basically have to expect for your job.” AI has not only affected students’ decisions to major in computer science, but also reshaped how the subject is taught. Across departments, faculty members no longer treat work done outside the classroom as a reliable measure of understanding, shifting instead toward in-person exams, quizzes, and attendance checks. While homework once made up as much as 60 to 70 percent of a student’s grade in computer science classes, Murphy said that breakdown has since flipped, with exams and quizzes now accounting for the majority. “The assumption—especially among pessimists—is that they’re using it to do their homework,” Murphy said. “They take the homework assignment. They put it into generative AI. Out comes the solution. Submit solution. The end.” Murphy said that faculty members ranged in their responses from fully prohibiting AI use to actively teaching students how to effectively work with AI. He said he shifted his approach this year after his teaching assistants called his belief that students weren’t using the technology “naïve,” and now permits students to use AI on assignments. His surveys of students in his introductory classes have told a more complicated story than the one so-called pessimists offer: Around 60 to 70 percent of students who reported using AI said they used it to have concepts explained to them, to clarify assignment instructions, to generate test cases, or to create practice questions. “Those are all ways that you might have had a tutor in the past to do that, and now you have this AI essentially as your tutor,” he said. Bauer has taken a different approach, teaching students how to use AI productively without sacrificing the core principles of the discipline. “People who are trained to actually use AI tools productively, while being in charge of designing the overall project, will be very much in demand in the next couple of years,” he said. Over the past year, a working group of computer science faculty has been redesigning the introductory and intermediate programming sequence to integrate generative AI as both a subject and a tool, representatives from SEAS wrote in a statement to Spectator. The effort is “coordinated” across the department, “not course-by-course,” with a systematic assessment of how AI integration is affecting student outcomes underway to shape the next round of changes. The goal, the department explained, is for students to be able to “read, verify, and reason about code, whether they or a model wrote it.” Tony Dear, senior lecturer in the computer science department, is piloting individualized AI feedback in a discrete mathematics course, while a machine learning course is also testing a Socratic AI dialogue system designed to “guide inquiry rather than supply answers,” the statement reads. Beyond individual courses, SEAS funded seven cross-departmental faculty projects in generative AI this past academic year, spanning biomedical engineering, chemical engineering, industrial engineering, and computer science, according to the statement. This phenomenon extends beyond the computer science department. SEAS’ new AI minor, which it announced in November 2025, reflects the University’s attempt to adapt. The minor is specifically designed for noncomputer science majors and aims to provide “essential AI knowledge” while emphasizing practical and responsible use across disciplines, according to the SEAS website. At the center of the minor is AI in Context, a course taught by a team of faculty from the departments of computer science, applied mathematics, philosophy, music, literature, and the Writing Center, the representatives told Spectator. Bauer described it as targeted at students who want to bring AI into fields like economics or biology, rather than as a path into software engineering itself. At the graduate level, SEAS announced a new Master of Science in artificial intelligence in February, with the inaugural cohort starting in the fall. While recognizing how AI has helped them navigate coursework, students also described its rise as isolating, even among members of the Application Development Initiative, one of Columbia’s largest computer science clubs. “As people start to ask AI for questions that they would normally ask students and members, it starts to isolate people” Li said. Alexa Kafka, BC ’27, echoed Li’s sentiment, pointing out that computer science has always been a collaborative discipline with code reviews and pull requests, even as AI makes independent work easier. Despite this, Kafka noted that she hasn’t been to office hours “in at least a year.” Bauer added that faculty are exploring long-term solutions to the assessment problem. “One of the things that we’re trying to do at the department or school level is to maybe move towards computerized testing facilities,” Bauer said, referring to ideas in the department to revitalize computer labs as an alternative to pen-and-paper exams. “We have to accept that this is the reality, for better or worse.” But more exams, students say, does not mean better learning, nor does it reflect how computer science is actually done. “Code is so variable and can be approached in so many directions, there’s never just going to be one correct answer. There can be multiple optimal solutions,” Kafka said. Students also expressed concern that the shift toward exam-heavy grading pulls focus away from the applied, project-based work that better reflects both discipline and industry expectations. ADI has tried to respond more quickly than the curriculum can. Through a vibe coding workshop this past semester, club members said they wanted to help students understand not just that AI exists, but how to use it deliberately. “Vibe coding” refers to the practice of prompting AI to write code for a task or project, and has become widespread enough that ADI felt the gap in formal instruction was worth addressing, according to Sophia Huang, BC ’29. The workshop introduced students to the concept of context engineering, which Shaina Sahu, SEAS ’27, described as not just writing a prompt, but optimizing “the rest of the relevant information that you would feed into the model.” Without that, students said that AI-generated code can fail at scale or introduce difficult-to-detect bugs. Genawi said the shift toward AI has changed what it means to be good at computer science. “I think the shift has kind of gone towards what can you create and what can you do, instead of, what do you know,” she said. Indeed, during ADI DevFest, its annual hackathon, Li said more teams are trying to complete their projects than in years past. While sign-ups have historically outpaced submissions, Li said this is beginning to change because teams “have a tool that completes the vision for them.” While many students see AI as an equalizer that lowers the barrier to entry for coding and technical work, Murphy said it also creates new equity concerns inside the classroom around who can afford stronger tools and who already knows how to use them. “The equity issues I worry about are students who have access to paid versions of things versus free versions of things,” he said. Although popular AI models like ChatGPT and Claude have free versions available, both have paid models that can reach over $100 per month, which output different qualities of code. Murphy also pointed to differences in prior exposure to AI literacy itself. “Students who go to high schools or K-12 education, where they’re taught AI literacy, prompt engineering, context engineering, they understand how to do this, as opposed to students who go to schools who don’t teach that,” he said. “Then they come in, and then they’re somehow expected to know how to use these tools.” For Genawi, those disparities begin long before students arrive on campus. “It’s very interesting to consider how lucky you were geographically,” she said. “To be born where you were is influencing your ability to get access to these spaces.” Students like Yu, though broadly apprehensive about the future of computer science, are not without hope. “I’m optimistic, because I think if you’re truly passionate about CS, there will definitely be a place in the field to do something you want to do,” she said. Senior Staff Writer Ria Vasishtha can be contacted at ria.vasishtha@columbiaspectator.com. Follow Spectator on X @ColumbiaSpec. Staff Writer Arjun Menon can be contacted at arjun.menon@columbiaspectator.com. Follow Spectator on X @ColumbiaSpec. Want to keep up with breaking news? Subscribe to our email newsletter and like Spectator on Facebook. Produced with Spectate by Emily Ta
White House drops embattled surgeon general pick Casey Means, announces new nominee
Means’s nomination stalled as some Republicans questioned her credentials. The new nominee, Trump’s third pick for the role, is Nicole Saphier a radiologist and Fox News contributor.
Microsoft asks iPhone users to reauthenticate after Outlook outage
After addressing a widespread outage that affected Outlook.com users worldwide on Monday, Microsoft has asked iPhone users to re-enter their credentials to regain access to their Outlook and Hotmail accounts via the default Mail app.
Open source package with 1 million monthly downloads stole user credentials
If you're one of millions using element-data, it's time to check for compromise.
De La Salle’s new football coach arrives with championship credentials. 'He was the best fit.'
Chad Mahaffey knows what De La Salle looks like at its best — and now he’s been hired to get it back there.
Opinion: I was recruited to play a sport here, but first, my family had to pay for it
It was a hot summer day in east Long Island. Hundreds of kids and parents from across the country piled into a sports complex consisting of four adjacent turf baseball fields. The gates were manned by a brigade of staff who were commandeering the large crowd. “Are these credentials right?” they asked as they showed...
Your Next Breach Will Look Like Business as Usual
These are the fundamental detection model shifts cybersecurity teams need to make to keep up with the rising number of credential-based attacks.
GlassWorm Campaign Uses Zig Dropper to Infect Multiple Developer IDEs
GlassWorm uses a fake WakaTime VS Code extension to infect IDEs, deploy RATs, and steal data, prompting urgent credential rotation.
CPUID site hijacked to serve malware instead of HWMonitor downloads
: Six-hour breach turned trusted links into a coin toss between legit tools and credential stealers
Google Chrome adds infostealer protection against session cookie theft
Google has rolled out Device Bound Session Credentials (DBSC) protection in Chrome 146 for Windows, designed to block info-stealing malware from harvesting session cookies.
SUNY Cortland adds business student credential potential
The Certified Financial Analyst University Affiliation Program offers a new partnership with a global business institute.
Preparing the Next Generation of Alcohol and Drug Counselors
UNO’s Clinical Mental Health Counseling program is expanding its reach and impact by offering students a pathway to dual licensure in both mental health and substance use counseling. In just two additional courses beyond their required coursework, students can become eligible for Nebraska’s Provisional Licensed Alcohol and Drug Counselor (PLADC) credential.
Julia Letlow faces more questions about past DEI comments in Louisiana Senate campaign
Can U.S. Sen. Bill Cassidy raise enough questions about U.S. Rep. Julia Letlow’s conservative credentials?
Tracking the fate of the dollar a year on from 'Liberation Day'
A year on from U.S. President Donald Trump's sweeping 'Liberation Day' tariffs, the dollar looks in much stronger shape with its safe-haven credentials reasserted in the face of war in the Middle East.
Vertex AI Vulnerability Exposes Google Cloud Data and Private Artifacts
Unit 42 found excessive P4SA permissions in Vertex AI, enabling credential theft and cloud data exposure, increasing breach risk.
The Hallmark Channel is Shutting Down Its TV App Tomorrow on Roku, Fire TV, Google TV, & More
Hallmark Media will shut down its dedicated TV Everywhere app across major streaming platforms, including Roku, Google TV, Fire TV, and compatible smart televisions, on March 31, 2026. The move ends a long-standing option that let cable and satellite subscribers authenticate with their provider credentials to access live channels and on-demand programming directly through the […]
Breaking down barriers to mental health support
By removing stigmatizing credentialing questions and creating a peer support network, Bayhealth is aiming to help physicians feel comfortable seeking the behavioral health care they need.
California's Ro Khanna was riding high, then came the billionaires
As he lays the groundwork for a presidential bid, Ro Khanna couldn’t ask for a more perfect opportunity to burnish his credentials than a fight with billionaires.
Pentagon will remove media offices after judge reinstates NYT's press credentials
The U.S. Defense Department will remove media offices from the Pentagon after a federal judge sided with The New York Times in a lawsuit challenging limits on reporters' access to the building, a department official announced Monday.
Swalwell plays up athletic credentials in effort to blunt DHS sweeps at World Cup
Rep. Eric Swalwell, citing his Division I soccer past, introduced a bill to ban ICE enforcement on public transit near World Cup sites this summer.
Small Businesses Are Pushing Back Against Private Equity
Touting local and family-owned credentials, Main Street companies say they’re fending off sometimes multiple inquiries a day from PE firms.
Dooley rolls out ‘contract’ in U.S. Senate bid
Republican U.S. Senate candidate Derek Dooley is rolling out a five-part pledge meant to underscore his outsider credentials.
Resuscitation science, training and technology leaders launch new self-guided resuscitation learning model nationwide
DALLAS, March 4, 2026 — Millions of people in health care, workplace safety and emergency response roles globally are required to complete credentialed resuscitation training on a recurring basis, often while balancing demanding schedules and limited...
Fake Google Security site uses PWA app to steal credentials, MFA codes
A phishing campaign is using a fake Google Account security page to deliver a web-based app capable of stealing one-time passcodes, harvesting cryptocurrency wallet addresses, and proxying attacker traffic through victims' browsers.
Hearing for surgeon general pick Casey Means to test MAHA agenda
Casey Means, Trump’s nominee for surgeon general, will face senators asking questions about her medical credentials, stance on vaccines and RFK Jr.’s agenda.
What new plan says Oregon can do to retain behavioral health workers
Oregon needs to improve recruitment, credentialing and training of behavioral health workers, a report from a council formed by Gov. Tina Kotek said.
Experts Warn: The Dangerous Blur Between Science and Wellness in Mental Health Bestsellers
A marketplace where labels blur In many bookstores, titles rooted in clinical science sit inches from glossy self-help guides promising instant serenity. That proximity can make rigorous research look interchangeable with lifestyle advice, especially when everything shares the same bright displays. Readers encounter a single aisle labeled “psychology,” even when the content ranges from peer-reviewed evidence to spiritual rituals. The result is a subtle but pervasive blur, turning a complex health landscape into a grab-bag of mixed claims. Why the shelves can mislead Retail categories are built for convenience, not for methodological clarity or clinical accuracy. When “development personal” or “wellness” becomes the default bin, evidence-based psychology competes with coaching manifestos and mystical manuals. The visual language of covers—calming color palettes, confident subtitles, glowing endorsements—flattens the distinction between randomized trials and anecdotal wisdom. In that aesthetic harmony, a guide on cognitive behavioral therapy may appear no more “serious” than a book on moon manifestation. The stakes for readers and patients Confusion carries real risks, including delayed care when people self-treat serious symptoms with untested routines. Vulnerable readers—facing depression, trauma, or anxiety—may be swayed by charismatic voices over careful data. Some messages frame recovery as pure willpower, which can amplify shame when symptoms persist despite effort. Others overpromise universal solutions, ignoring cultural context, diagnostic nuance, and comorbidity. “Shelving is not neutral; it shapes beliefs, expectations, and choices.” What professionals and retailers are asking Clinicians and public-health experts argue for clear, readable signage that separates science-based mental health from broader wellness. Books by licensed psychiatrists or psychologists that cite peer-reviewed studies could be grouped under “Evidence-Based Mental Health.” Adjacent space might host reflective memoirs, coaching workbooks, or contemplative philosophy—valuable in their way, but clearly labeled as non-clinical guidance. Booksellers emphasize their dual role as cultural curators and commercial actors, noting they respond to demand while striving for quality standards. How clarity could look and feel The goal is not to police ideas, but to help readers navigate with confidence. Transparent categorization respects reader autonomy while lifting the signal of credible practice. Clear tags—such as “scientific references,” “clinical overview,” or “personal narrative”—can work like map legends, turning a maze into a route. And when a book blends modes, hybrid labels can acknowledge both insight and limitation. A practical checklist for choosing wisely Check the author’s credentials: clinical license, academic affiliation, or relevant training. Scan the references: citations to peer-reviewed journals or reputable guidelines. Look for scope limits: clear statements about who the book is and isn’t for, and when to seek care. Seek methods, not miracles: approaches tested across diverse groups, with measurable outcomes. Watch the language: be wary of absolute claims, stigmatizing tones, or one-size-fits-all promises. Cross-verify with trusted bodies: national psychology associations or public-health agencies. The publisher’s responsibility Publishers can raise the bar by standardizing disclosure on methods, sample sizes, and limitations. Editorial policies could require conflict-of-interest statements, transparent citations, and plain-language summaries of evidence. Marketing should avoid medicalized framing for books that lack clinical validation, even when sales incentives press for bold claims. When a manuscript mixes reflection with research, honest jacket copy can prevent false equivalence. Coexisting without confusion Wellness writing can offer genuine comfort, perspective, and daily habits that support well-being. Scientific texts can provide structured tools, validated therapies, and realistic expectations for progress. The aim is to let these strands coexist, while giving readers the navigational cues to tell them apart. With clearer shelves, informed labels, and modest design tweaks, we can protect reader trust—and keep the aisle both inviting and intelligent.
Business of aging certificate offers resume-building credentials for senior living
The certificate has recently been refreshed with new training modules benefiting anyone connected to or aspiring to work in the senior living industry.
Colorado's mental health care providers face too many administrative burdens
Colorado should address the administrative burdens associated with becoming a credentialed mental health care provider on insurance panels.
Rice Business launches new graduate healthcare certificate program to advance leadership in dynamic industry
Rice’s Jesse H. Jones Graduate School of Business today announced the launch of its Graduate Certificate in Healthcare Management program, a 10-month, credit-bearing professional credential designed for current and aspiring leaders seeking deep expertise in the business of healthcare. Situated at the crossroads of Houston’s renowned Texas Medical Center and global healthcare innovation, the program blends rigorous business fundamentals with healthcare-specific strategy, operations and management.
Viral Moltbot AI assistant raises concerns over data security
Security researchers are warning of insecure deployments in enterprise environments of the Moltbot (formerly Clawdbot) AI assistant, which can lead to leaking API keys, OAuth tokens, conversation history, and credentials.
Odd anomaly caused Microsoft's network to mishandle example.com traffic
Company's autodiscover caused users' test credentials to be sent outside Microsoft networks.
Act Now—48 Million Gmail Usernames And Passwords Leaked Online
Are your Gmail login credentials amongst the 48 million estimated as exposed in this leak of existing infostealer logs — here's what you need to know.
Warning—48 Million Gmail Usernames And Passwords Leaked Online
Are your Gmail login credentials amongst the 48 million estimated as exposed in this leak of existing infostealer logs — here's what you need to know.
1Password adds an extra layer of phishing protection
The browser extension now warns you if you're about to paste credentials into a bogus site.
Even MBAs From Top Business Schools Are Struggling to Get Hired
Finding a professional job right now is so tough that it’s taking many of America’s most credentialed business-school graduates months to land offers.
Credential-stealing Chrome extensions target enterprise HR platforms
Malicious Chrome extensions on the Chrome Web Store masquerading as productivity and security tools for enterprise HR and ERP platforms were discovered stealing authentication credentials or blocking management pages used to respond to security incidents.
Caltech, a Science Powerhouse, Hires Ray Jayawardhana as Its New President
Ray Jayawardhana, the incoming president, is an astrophysicist, but leaders at the California Institute of Technology also praised his credentials as a communicator at a time when science is under attack.
How the Increasingly Wide World of Sports Became the ‘Swiss Army Knife’ of International Relations
More than 80 percent of sports diplomacy today is undertaken by non-government-credentialed “diplomats.” Ahead of the Olympics, SPS’s Lindsay Krasnoff explains what that means.
Jasmine Crockett touts progressive credentials in Dem Senate fight against James Talarico
Rep. Jasmine Crockett said Monday she’s the more experienced, proven progressive option for Democrats as she competes with state Rep. James Talarico for the...
‘Dino Mommy’ Reysuka Claps Back at Critics Questioning Her Science Credentials: “I’m the Sexy Bill Nye”
A culture clash awaited Reysuka. She believed that she was about to share a fun museum picture. “I’m a paleontologist with a Ph.D. Come talk to Dino Mommy!” The selfie-taking,… The post ‘Dino Mommy’ Reysuka Claps Back at Critics Questioning Her Science Credentials: “I’m the Sexy Bill Nye” appeared first on Where Is The Buzz | Breaking News, Entertainment, Exclusive Interviews & More.
Vail Health recognized for commitment to safeguarding the well-being of its nurses
Four years after receiving its initial American Nurses Credentialing Center (ANCC)’s Pathway to Excellence designation, Vail Health Hospital has earned a redesignation for creating a healthy work environment that empowers and values its more than...
Trump is taking on America's college debate
Trump is expanding short-term credential programs through the Workforce Pell grant, while the debate over the value of a college degree continues.
YSU Students Earn Certified Global Business Professional Credential
Two YSU students earned a national certification recognizing comprehensive knowledge in international business.
YSU business students earn certified global business professional credential
Two students from Youngstown State University’s Williamson College of Business Administration have earned the Certified Global Business Professional (CGBP) credential, a national certification recognizing comprehensive knowledge in international business.