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AI and Adolescent Well-Being: New APA Health Advisory

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AI and Adolescent Well-Being: New APA Health Advisory

Many AI chatbot platforms are designed to simulate human relationships and are marketed as companions or experts. The APA urges for safeguards to mitigate harm because 1) adolescents are less likely to question the accuracy and intent of the chatbot and 2) adolescents’ relationship with AI may displace or interfere with development of healthy, real-world relationships. The APA recommends:

  • Prioritizing the development of features that prevent exploitation, manipulation, and erosion of real-world relationships. For example, providing regular reminders that they are interacting with a bot or offering resources and suggestions to encourage human interactions.

  • Developing regulations to ensure that AI systems designed for adolescents protect mental and emotional health.

  • Parents, caregivers, and educators should discuss AI literacy with adolescents through programs that a) explain that not all AI-generated content is accurate, b) discuss the intent of some AI bots, and c) educate about indicators of misinformation.

AI for adults should differ from AI for adolescents

Adolescents are a particularly vulnerable group and as such AI programs designed for adolescents should be stringent. The APA recommends:

  • Age appropriate defaults

  • Transparency and explainability

  • Reduced persuasive design

  • Human oversight and support

  • Rigorous testing

Encourage uses of AI that can promote healthy development

AI can assist in brainstorming, creating, organizing, summarizing, and synthesizing information (3). Additionally, AI can provide scaffolding and personalized feedback (4). All of these features can enhance learning and development when used appropriately. That is, when AI is encouraging further elaboration and exploration of a topic, rather than short cutting it.

“To maximize AI’s benefits, students should actively question and challenge AI-generated content and use AI tools to supplement rather than replace existing strategies and pedagogical approaches.” (1)

As I’ve written about before, I have many doubts and criticisms of the whole-sale adoption of AI. One of the aspects that I am most concerned about is the potential to bypass meaningful and beneficial challenge. For example, when I discuss note-taking strategies with students I highlight that even the decision about what to take notes over is one of the first steps in an active learning process. Having AI generate a summary of notes deprives you of that initial learning opportunity. However, there are real-world time constraints and use cases that may mean that it’s less important for you to have that initial learning opportunity. I’m in favor of the APA’s guidelines here because they call for having a conversation about the pros and cons so that educators and learners can make that choice for themselves, rather than assuming that it’s either all “good” or all “bad”.

Limit access to and engagement with harmful and inaccurate content

Exposure to harmful content is associated with a number of poor mental health outcomes, like anxiety and depression. The APA recommends:

  • Developing robots protections for AI systems used by adolescents. This includes protections against content that is inappropriate, dangerous, illegal, biased and/or discriminatory, or may trigger similar behavior among vulnerable youth.

  • User reporting and feedback systems to customize content restrictions

  • Educational resources to help adolescents and caregivers recogize and avoid harmful content

  • Collaboration with mental health professionals, educators, and psychologists

Accuracy of health information is especially important

Adolescents often seek out health information online (5) and misinformation, or incomplete information, can lead to harmful behaviors and misdiagnosis among other negative outcomes. The APA recommends:

  • AI systems that provide health information should ensure the accuracy of the information and/or provide explicit and repeated warnings that there may be inaccuracies.

  • AI systems should provide clear and prominent disclaimers that AI-generated information is a not a replacement or substitute for professional health advice.

  • AI systems should provide resources and reminders to contact an educator, school counselor, pedatrician, or other approrpiate expert of authority to seek real-world help

  • Parents, caregivers, and educators should remind adolescents that health information provided by AI may not be accurate and may potentially be harmful.

I want to note that these recommendations come after APA met with the Federal Trade Commission to discuss the impersonation of mental health professionals by chatbots in February 2025. There are at least two lawsuits against an AI company after teenagers interacted with AI chatbots claiming to be licensed therapists. One of the cases tragically ended in suicide after prolonged interaction with the chatbot.

Word of the Day: spectral

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This word has appeared in 78 articles on NYTimes.com in the past year. Can you use it in a sentence?

2025 Learning System Top Picks

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2025 Learning System Top Picks

Who stands out?

  • Meta-Level Analysis—I always mention deep segmentation data regarding content and how many vendors ignore it, even though it is very relevant.

No blog next week due to the holidays.

Coursera named a Leader in The Forrester Wave™: Technology Skills Development Platforms, Q2 2025

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Coursera named a Leader in The Forrester Wave™: Technology Skills Development Platforms, Q2 2025

Coursera receives the maximum possible score in eight criteria, including Partner Ecosystem, Individual Skills Assessment, Team Skills Assessment, and AI Capabilities for Skills Acquisition 
By Karine Allouche, General Manager, Enterprise, Coursera

I’m delighted to announce that Coursera has been recognized as a Leader in The Forrester Wave™: Technology Skills Development Platforms, Q2 2025, receiving the maximum possible score in eight of Forrester’s evaluation criteria. 

To compile the report, Forrester selected the eight most significant tech skill development platform vendors and evaluated them across 19 criteria, including speaking to Coursera customers. The report states: “organizations seeking broad tech domain coverage through many customizable learning plans as well as a data-driven approach to continuous upskilling should consider Coursera”. Here are four key reasons why we believe Forrester has named Coursera a leader:

  1. Job-relevant learning, offered by world-leading institutions

In the report, Coursera’s vendor profile states: “Customers highlight its high-quality content from recognized partners and speed of new content as significant advantages”. Coursera partners with world-class universities – including Stanford, Yale, Johns Hopkins University, and the University of Michigan – and leading global companies – such as Google, Meta, Microsoft, IBM, and Amazon. 

Coursera has “a strong [content] partner ecosystem”, according to Forrester’s report, and Coursera received the maximum score of 5/5 in the Partner Ecosystem criterion. In total, over 350 university and industry partners collaborate with Coursera to offer critical job-relevant skills to workers across more than 1,600 paid enterprise customers. 

  1. AI platform innovations for personalized, customized learning

Coursera’s AI platform innovations, such as Course Builder, Dialogues, and Role Play, are designed to empower Learning & Development leaders to create customized, immersive, personalized learning experiences. Coursera received the highest score possible in the AI Capabilities for Skills Acquisition criterion. Forrester’s report acknowledges that Coursera’s customers “commend the AI-enabled course builder for rapidly enhancing the creation of tailored learning paths.”

  1. Extensive up-to-date coverage of key skill domains

As Generative AI, cloud computing, and other new technologies rapidly transform the workplace, organizations require skills development platforms that equip learners with essential modern job skills. Forrester’s report recognizes that Coursera “rapidly adapts to trends, such as adding content on new AI tools within 48 hours”, and that Coursera’s ‘content marketplace ensures strong domain coverage’. Coursera received a 5/5 score in the Broad Tech-Domain Coverage criterion. 

  1. Powerful analytics for tracking individual and organizational skills development

As organizations seek greater adaptivity to the changing economic landscape and evidence of ROI on learning and development programs, they demand sophisticated ways of tracking employee learning and skill acquisition. Forrester’s report states that “Coursera excels in individual and team skills assessment”. Coursera received 5/5 in both the Individual Skills Assessment and Team Skills Assessment criteria.

Coursera received the maximum possible score in the following criteria:

  • Individual Skills Assessment
  • Team Skills Assessment
  • Broad Tech-Domain Coverage
  • AI Capabilities for Skills Acquisition
  • Skill Acquisition Analytics
  • Learning-Plan Customization
  • Accessibility
  • Partner Ecosystem

Check out the full Forrester Wave™ report to learn more about why Coursera is a Leader among tech skill development platforms, and how we believe Coursera for Business is empowering institutions across the world to equip their employees with essential job skills. 

Forrester does not endorse any company, brand, product, or service included in its research publications and does not advise any person to select the products or services of any company or brand based on the ratings included in such publications. Information is based on the best available resources. Opinions reflect judgement at the time and are subject to change. For more information, read about Forrester’s objectivity here

Word of the Day: exogenous

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This word has appeared in five articles on NYTimes.com in the past year. Can you use it in a sentence?

For the Girls Who Were Never Meant to Be

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We are honoring the Top 10 winners of our Student Open Letter Contest by publishing their entries. This one is by Fariza Fazyl, age 17.

Dear Ohio State Senators: I’m a Student, Not a Substitute

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We are honoring the Top 10 winners of our Student Open Letter Contest by publishing their entries. This one is by Michelle Huang, age 17.

‘The Authoritarian Playbook Is Always the Same’: The Week 1 Winner of Our Summer Reading Contest

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Alexander M., 16, writes about his experiences growing up in Russia “as Putin’s tyranny strengthened” — and the lesson he took away.

Combating Bias and Finding the Right Role Fit With English + Personality Testing

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Combating Bias and Finding the Right Role Fit With English + Personality Testing

For any employer, hiring is not just about finding the most qualified candidate; it’s also about finding someone who fits with the company and its culture. It is imperative to identify people who can not only do the job well, but also those who will thrive in the company and adapt well to the environment.

One critical, but often overlooked, element is how they communicate – within the team, one-to-one, interdepartmentally, and externally.

Too often, traditional hiring practices may not be sufficient to garner a deep understanding of communication competency and general style, which can determine whether a new hire is a triumphant, successful addition to the team, or a costly error with potentially detrimental effects to business outcomes, organisational culture and staff morale.

Today’s workplace demands more than traditional methods. And the great news is that the solution is within reach. Utilising tools like English proficiency and personality assessments will help HR and L&D teams to gain better insight into candidates they have shortlisted. This reduces bias and improves role fit within jobs.

The Hidden Costs of Biased Hiring

Bias may not always be obvious, and it isn’t just about unfairness. It is also about inefficiency.

Decisions that are influenced by personal assumptions, rash judgements and misunderstandings mean that sometimes great candidates are overlooked and those who may not be the right fit are hired.

For example, when standard testing and assessments are not incorporated, some candidates may be dismissed or bypassed due to an accent or mannerism, while another candidate who seems “confident” may be given the job.

Companies often end up hiring people who perform well in interviews, rather than those who work well.

Personality Testing

Each role has its own requirements and demands, unique to the position and company.

Personality testing helps identify whether a candidate matches well with a particular job and the team.

Did you know that more than 80% of companies today are using some form of personality testing as part of their recruitment process? Interestingly, those companies are seeing a 30% improvement in employee retention rates and a 20% boost in their team’s overall performance.

Why? Because they made a more informed choice.

Assessments allow for a deeper understanding of each person’s working style. They can identify if a person is detail-oriented, whether they work well with structure or flexibility, and how they respond to stress and feedback.

These insights prove invaluable when hiring and help to prevent mismatches. By aligning a candidate’s personality with the job requirements, companies can set candidates up for success before they start their job.

Aligning Communication Skills With Job Success

Effective communication in any organisation is a vital component for success. It ensures people are aware of their roles, responsibilities and helps build strong client and employee relationships. Employers must ensure that communication is a priority if they want to have happy employees and ultimately great productivity. Research shows that 70% of employers consider English proficiency a critical skill within their teams.

Another study showed that over 1.5 billion people worldwide are currently learning English, as they have identified it as the language of business.

Consider the following benefits of learning English:

  • Reduced conflict in the workplace
  • Healthy employee relationships
  • Improved productivity
  • Improved relationship with clients
  • Healthy work culture
  • Employee satisfaction

Alison’s English language test offers insight to hiring managers about a candidate’s ability to:

  • Understand written communication
  • Communicate ideas well and maintain professionalism
  • Engage in team meetings
  • Write emails and reports accurately

This is quite useful when hiring globally. Having an objective measure of English skills allows hiring teams to make correct hiring decisions and avoid overlooking great candidates.

When the English is aligned early, it removes uncertainty, improves onboarding, and builds a more cohesive workforce.

Why does this matter?

Hiring mistakes can be frustrating for companies, and for smaller companies, this may even be devastating. Smaller organisations mean that every hire has a bigger impact, and there are fewer resources to make mistakes that HR departments often make with employees.

This is why it is important to have personality and English assessments in place. They provide a clear, results-driven outline that will surely help busy managers and business owners make more informed decisions.

Take the Guessing Out of Hiring

Most HR teams don’t have access to this level of insight. They make decisions based on resumes and cover letters.

Alison’s LMS+ is changing that.

LMS+ is much more than just a learning platform; it’s a tool for making results-driven decisions.

With this tool, you will have access to:

  • Aptitude testing
  • Workplace personality testing
  • English proficiency testing
  • Learning profiles
  • Assessment dashboards

This tool and all its features were designed to reduce the time, error, and workload involved in making great hiring and upskilling decisions.

Hire Smarter With Alison

Even though we try to employ without bias, it may be impossible because employers and hiring managers are only human. However, these tools seek to minimise the influence of bias in hiring and assist in making better decisions.

Combining English proficiency, aptitude, and personality testing helps hiring managers get a better perspective.

They’re not just guessing or feeling; they are making well-informed decisions.

Ready to use data to find the right candidates? Schedule a quick demo to see how quickly you can adopt a data-driven approach to hiring.

 

Word of the Day: retrench

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This word has appeared in 16 articles on NYTimes.com in the past year. Can you use it in a sentence?