Diversity and Inclusion (DEIA)
Creating Fair and Equitable Algorithms: Strategies for a More Inclusive Workplace

Equity in the workplace is a vital component of a healthy and productive work environment. When algorithms are biased, it can lead to unfair treatment, discrimination, and a lack of representation. In this article, we’ll explore strategies for creating fair and equitable algorithms, ensuring a more inclusive workplace for all employees.
What is Algorithmic Bias?
Algorithmic bias refers to the phenomenon where algorithms, often powered by machine learning and artificial intelligence, produce results that are unfair, discriminatory, or biased. This can occur when data is lacking, biased, or incomplete, leading to inaccurate or unfair outcomes. In the workplace, this can manifest in various ways, such as:
* Job applicants being rejected due to their age, gender, or race
* Employees being stereotyped based on their background, religion, or national origin
* Promotion opportunities being denied to certain groups
* Compensation being unfair, with certain groups receiving lower wages or fewer benefits
The Consequences of Algorithmic Bias
Algorithmic bias can have severe consequences, including:
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Unintended Discrimination
When algorithms are biased, they often perpetuate existing social and economic inequalities, leading to unfair treatment and discrimination. This can result in a lack of representation, limited opportunities, and a sense of exclusion.
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Loss of Trust
Algorithmic bias can erode trust between employees, management, and the organization as a whole. When employees feel that the system is rigged against them, they may become disengaged, demotivated, and even choose to leave the organization.
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Reputation Damage
Algorithmic bias can also damage an organization’s reputation, making it difficult to attract and retain top talent, as well as maintain a positive public image.
Strategies for Creating Fair and Equitable Algorithms
To avoid these consequences and promote a more inclusive workplace, it’s essential to implement strategies for creating fair and equitable algorithms. Here are some best practices to consider:
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1. Data Quality and Diversity
Ensure that your data is diverse, representative, and free from bias. This can be achieved by collecting data from a wide range of sources, using diverse datasets, and conducting regular audits to detect and address biases.
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2. Algorithmic Transparency
Be transparent about your algorithm’s decision-making process, including how it’s trained, tested, and deployed. This can help build trust and ensure that the algorithm is fair and unbiased.
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3. Fairness Metrics
Implement fairness metrics to measure and monitor the algorithm’s performance, ensuring that it’s free from bias and treats all employees equally. Some common metrics include:
- Accuracy
- Precision
- F1-score
- Equalized odds
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4. Continuous Testing and Evaluation
Conduct regular testing and evaluation of the algorithm, using diverse datasets and scenarios to ensure that it’s fair and unbiased. This can help identify and address biases before they become entrenched.
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5. Human Oversight and Intervention
Implement human oversight and intervention to review and correct algorithmic decisions, ensuring that they align with the organization’s values and principles.
Conclusion
Creating fair and equitable algorithms is crucial for a more inclusive workplace. By implementing the strategies outlined in this article, organizations can reduce the risk of algorithmic bias, promote diversity and inclusion, and build a positive work environment. Remember, fairness is not just a moral imperative, but a business imperative as well. By prioritizing fairness and equity, organizations can reap numerous benefits, including increased employee satisfaction, improved productivity, and a positive reputation.
FAQs
Q: What is the most common type of algorithmic bias?
A: The most common type of algorithmic bias is biased data, where datasets are incomplete, biased, or lack diversity.
Q: How can I ensure my algorithm is fair and unbiased?
A: Ensure your algorithm is trained on diverse data, and implement fairness metrics to monitor its performance. Conduct regular testing and evaluation, and have human oversight and intervention in place.
Q: What are some common fairness metrics for algorithms?
A: Some common fairness metrics include accuracy, precision, F1-score, and equalized odds.
Q: How can I measure the effectiveness of my algorithm’s fairness?
A: Use fairness metrics to measure and monitor the algorithm’s performance. Conduct regular testing and evaluation, and review and correct algorithmic decisions with human oversight and intervention.
Q: Can algorithmic bias be eliminated entirely?
A: While it’s challenging to eliminate algorithmic bias entirely, it’s essential to prioritize fairness and equity, and to continuously monitor and address biases as they arise.
Q: What are the consequences of not addressing algorithmic bias?
A: Not addressing algorithmic bias can lead to unintended discrimination, loss of trust, and reputation damage.
Diversity and Inclusion (DEIA)
Elderly Scams On The Rise

Introduction to Elder Financial Abuse
Most of us have probably heard of financial abuse of elders. Stories appear in local media about a caregiver ripping off the person they attend to at the elder’s home. We hear of scammers who call lonely seniors on the phone and persuade them to give the scammer money. We get a bit of news about romance scams on the internet. But are we truly aware of the extent of the worldwide problem of people taking money from vulnerable elders?
The Extent of the Problem
According to AARP, adults aged 60 and older lose an estimated $28.3 billion per year to financial exploitation. According to a report in Forbes and TrueLink Financial from 2015, the figure was $36.48 billion annually. We do know from many sources that the thefts are grossly underreported. That also means that if many cases are never reported to Adult Protective Services or law enforcement, they are never prosecuted. The scammers keep scamming and the thieves get away with it.
Efforts to Stop Elder Abuse
Government, nonprofit organizations, and elder-focused resources continually attempt to stop abuse by warning and educating consumers. They focus on the population that is targeted most: people over 60. There is a failure from that effort in that more recent reports suggest that the problem is growing, not decreasing. From my point of view, having personally interacted with, cared for or legally represented hundreds of elders, I can see why education of elders by itself has many limitations. Among them are the fact that the average older person is unlikely to visit the Federal Trade Commission website to learn about the latest scams and how to avoid them. This site is great at informing anyone about tech support scams, investment scams, business imposter scams, and romance scams. Good information but mostly never seen by the likely victims.
Raising Awareness
Then we have events designed to raise awareness on the day designated, normally June 15 each year. In connection with that date, elder abuse awareness is promoted by numerous organizations. For example, the American Bar Association is sponsoring World Elder Abuse Awareness Day Call-in Event Friday, June 13. Lawyers and the public may call in and ask questions of Weinberg Center staff. The call-in event is hosted by The Harry and Jeanette Weinberg Center for Elder Justice and co-sponsored by The ABA Commission on Law and Aging, Elder Law Committee. The date is Tuesday, June 17 | 12-1 p.m. EDT. Anyone can join on zoom.
Who Needs to Become More Aware?
Elders may develop memory loss over time. It can be subtle at first. But eroding memory makes anyone more vulnerable to scams. Families may not immediately see the connection. They may not realize that an aging parent, living alone, socially isolated and perhaps with a few signs of dementia creeping in is a perfect target for scammers. They find these elders. They buy lists of names and contact information. They send those emails or make those phone calls. The effort is big business with organized, managed, paid people doing the dirty work.
Warning to Families
My warning is to families. Pay attention. Know how cleverly the thieves exploit loneliness, and any vulnerability they can find. They are well practiced at this. Your own aging loved one is not immune because of background, education, intelligence, nor experience with finances. Thieves get to them at an emotional level, such as. “It’s an emergency, this is your grandson”.
The Role of AI and Deep Fakes
The “emergency call” from a relative triggering an emotional response is sometimes thwarted by the elder who does not recognize the caller’s voice. Now that deep fakes can be created by artificial intelligence, the fake caller can use the actual relative’s voice, copied from any source, such as the relative’s social media or other source. It’s a terrifying prospect! Every family with an elder needs to be aware of this newer tactic, among the many successful tactics used in our country and around the world to steal billions from elders.
The Takeaways
Stories of older folks being ripped off are common. If you have an aging loved one, educate yourself. It is my belief that families may be able to stop exploitation better than public education about it, aimed at elders. Some aging parents don’t use the internet. Some think it can’t happen to them, they’re too smart. Some have no awareness of the issue and how they, themselves can be targeted. On this moment of public focus on elder abuse awareness, it is wise for anyone with a close connection to an elder to get the latest information on how elder exploitation works. I can imagine a face-to-face talk with an aging loved one telling that person in one’s own words about scams and raising awareness so that you, yourself become a trusted source of these warnings.
Conclusion
Elder financial abuse is a significant problem that affects millions of people worldwide. It is essential to raise awareness about this issue and to educate families and caregivers on how to prevent it. By working together, we can reduce the incidence of elder financial abuse and protect our loved ones from exploitation.
FAQs
Q: What is elder financial abuse?
A: Elder financial abuse is the exploitation of older adults for financial gain, often through scams, theft, or coercion.
Q: How much do elders lose to financial exploitation each year?
A: According to AARP, adults aged 60 and older lose an estimated $28.3 billion per year to financial exploitation.
Q: What can families do to prevent elder financial abuse?
A: Families can educate themselves and their loved ones about the risks of elder financial abuse, monitor financial transactions, and be aware of potential scams and exploitation tactics.
Q: What is the role of AI and deep fakes in elder financial abuse?
A: AI and deep fakes can be used to create convincing scams, such as emergency calls from a relative, making it more difficult for elders to distinguish between legitimate and fraudulent requests.
Q: How can I report suspected elder financial abuse?
A: Suspected elder financial abuse can be reported to Adult Protective Services or law enforcement.
Diversity and Inclusion (DEIA)
Eco-Friendly Pride Party Ideas

Introduction to Sustainable Pride Celebrations
We gather together during Pride Month every June to celebrate love and care for our community. This year, it’s time that sentiment extends to include not only people, but the planet, too—which can be as easy as integrating a few of these eco-friendly Pride party tips.
The Impact of Pride Celebrations on the Environment
From small private parties to sprawling public parades, Pride celebrations can take many forms and—as with any communal festivities—they usually involve some snacks, drinks and decorations. Though these things can be a source of joy, unfortunately, they can also have negative environmental impacts that long outlast our celebrations. This holiday comes with a proliferation of single-use plastics—from water bottles and balloons to cocktail straws and bags of rainbow sprinkles—some of which can take up to 500 years to break down and may never completely decompose, as reported by the United Nations.
Simple Ways to Show Love for the LGBTQ+ Community and the Planet
However you’re celebrating Pride Month this year, here are some simple ways to show your love for the LGBTQ+ community and the planet we all share. For those looking to support queer-owned businesses, consider snacks and drinks from these enterprises for your Pride party.
Suggestions For Sustainable Sipping
The National Oceanic and Atmospheric Organization, which has tracked weather patterns for 175 years, reported June 2024 as the warmest June on record for the globe, and the World Meteorological Organization predicts “above-normal temperatures for nearly all land areas” in June 2025. So, staying hydrated this Pride Month is important, especially for those of us experiencing summer in the northern hemisphere. If there’s one thing you do to prepare for this year’s festivities while minimizing your environmental impact, let it be this: Bring your own reusable water bottle. Beside the fact that a plastic water bottle takes hundreds of years to degrade, the energy used to produce, transport and dispose of these bottles also has consequences for the quality of our air and water, according to the National Institutes of Health. Instead, opt for a reusable bottle, like this one from the Human Rights Campaign, a nonprofit that supports LGBTQ+ rights.
When you’re looking to drink something a little stronger, reusable cups are the way to go. If you’re hosting or attending an at-home party, mason jars are an easy and affordable option. However, if glass isn’t advisable for safety reasons, choose paper over plastic and keep an eye out for sustainability labels, like the Forest Stewardship Council, which “ensures that products come from responsibly managed forests”—including these colorful cups. Lastly, when it comes to sustainable sipping, skip the straw, unless you need it for medical reasons. If your cocktail simply wouldn’t be complete without one, stock up beforehand on reusable straws.
Advice For Eco-Friendly Eating
Many of the sustainability practices for drinking can also be applied to eating. If you don’t have enough plates and utensils at your house to accommodate all of your guests, you can find extras for a decent price at a secondhand shop—though this can be challenging afterward if you have limited storage space or you’re hosting an event in a public space, like a park. When single-use is the best option for your gathering, be sure to choose compostable tableware, like these, which can biodegrade in just a few days. Most paper napkins, such as these festive ones, can be composted, but consider getting reusable towels for cleaning up, or washable napkins to elevate your tablescape.
This time of year, bakery displays are brightened by an abundance of rainbow treats, but food dyes and the containers they come in—both of which may be made of petroleum-based chemicals—can have dark consequences for the environment, as synthetic dyes and plastics can contaminate our soil and waterways through their manufacturing and disposal, according to the National Center for Biotechnology Information. If you’re baking something special for Pride Month, check out Color Kitchen. Its rainbow food dyes and sprinkles are vegan, gluten-free and made with plant-based materials. (The sprinkles also come in home-compostable packaging.) For kitchen composting convenience, pick up your own composting bin and compostable trash bags in advance of your party so that you’re prepared for a quick and planet-conscious cleanup.
Tips For Making Your Rainbow Decorations More Green
Delightful as they may be for a day, balloons can take years to decompose, during which time they pollute our environment and pose a threat to wildlife. This Pride, add color and whimsy to your celebratory setting with biodegradable crepe paper streamers instead—extra points for selecting FSC-certified ones, like these. It wouldn’t be Pride Month without rainbow flags. Consider buying yours from Flags for Good, which uses minimal packaging during the shipping process and donates a portion of sales to organizations that advocate for LGBTQ+ rights, such as GLAAD and The Trevor Project.
Conclusion
While you might not be able to try all of these eco-friendly Pride party tips this year, keep in mind that every small gesture has a big impact—which is all the more reason to celebrate! By making a few simple changes to how we celebrate Pride, we can significantly reduce the environmental footprint of our festivities and show our love and care for both the LGBTQ+ community and the planet.
FAQs
- Q: Why is it important to use eco-friendly products during Pride celebrations?
A: Using eco-friendly products during Pride celebrations is important because it helps reduce the environmental impact of the festivities, which can include large amounts of waste and pollution from single-use plastics and other materials. - Q: What are some eco-friendly alternatives to single-use plastics?
A: Some eco-friendly alternatives to single-use plastics include reusable water bottles, paper straws, compostable tableware, and biodegradable crepe paper streamers. - Q: How can I support LGBTQ+ rights while also being eco-friendly?
A: You can support LGBTQ+ rights while being eco-friendly by purchasing products from organizations that advocate for LGBTQ+ rights, such as Flags for Good, and by making sustainable choices in your daily life. - Q: What are some ways to reduce waste during Pride celebrations?
A: Some ways to reduce waste during Pride celebrations include using reusable products, choosing compostable tableware, and avoiding single-use plastics.
Diversity and Inclusion (DEIA)
What You Need to Know About Returnships

The U.S. Chamber of Commerce reported in 1989 that 86% of mothers cited home and family care as the leading reason for exiting the workforce. In 2021, 79% reported the same reason. No working mother decides to step away from the workforce lightly. Unfortunately, women overwhelmingly represent spouses who do not participate in the labor force to provide care. Yet whether driven by childcare needs, elder caregiving responsibilities, or mental health, time away from a career can often lead to one of the most daunting questions, “If I want to go back, how do I return?” The answer: a returnship. A growing trend reshaping how companies welcome back professionals who’ve taken a career pause, returnships give working mothers a chance to brush up on skills and ease back into a full-time job without having to start from scratch. A background gap is viewed as part of the returnee’s unique story.
What Are Returnships?
Returnships should not be mistaken for charitable initiatives; they are strategic investments in experienced talent. They are often recognized as a DEI initiative and talent pipeline driver, particularly for mothers seeking to reenter the workplace with dignity, support, and a clear path forward. Unlike internships targeting early-career candidates, returnships are tailored for individuals with prior professional experience. They have higher expectations and more tailored support, but competition for these roles can be fierce. Returnships are a structured, short-term paid program (usually lasting between 12 and 24 weeks) with specific eligibility criteria and application timelines. Participants are assigned real projects, receive mentorship from senior leaders, and are offered training to refresh technical and soft skills. They are more common in specific fields, such as tech, finance, and consulting. Goldman Sachs pioneered the concept with its Returnship program, which launched in 2008.
Eligibility for Returnships
Working mothers who feel disconnected from their previous industries, lack current references, or feel overwhelmed by technological change are prime candidates. Eligibility requirements vary by company, but returnships typically target individuals with a career break of two or more years. Some programs focus exclusively on mothers, while others are open to any caregiver or mid-career professional who stepped away for personal reasons. Companies often look for candidates with prior industry experience, transferable skills, and the willingness to learn and adapt.
Development of Returnship Programs
Over 100 companies work with Path Forward, a nonprofit that partners with employers to create mid-career return-to-work opportunities. These partnerships include major employers such as Walmart, Netflix, Audible, Amazon, Meta, Apple, PayPal, and SAP. They provide a Returnship Builder tool to assist companies in planning and implementing these programs effectively. Path Forward also helps the working mother returning to work restart their career after taking time off for family responsibilities. They provide resources like career advice, success stories, and the Returnship Matcher tool to help individuals find opportunities that fit their backgrounds and goals. Career coaches advise applicants to tailor their résumés to highlight skills over chronology, emphasize volunteer or caregiving experience, and demonstrate a growth mindset.
Companies Offering Returnships
Several Fortune 500 companies and industry leaders have established returnship programs in recent years, reflecting a broader shift toward inclusive hiring practices. Some of the most well-known include:
- Goldman Sachs’ Returnship program is a paid, 12-week initiative designed for professionals who have been out of the workforce for two or more years and are seeking to restart their careers. The program offers participants on-the-job learning, mentorship, and access to the financial firm’s resources across various divisions.
- IBM runs the “Tech Re-Entry” program, providing access to the latest tools and technologies, helping participants sharpen their skills and contribute to meaningful work. The program is currently offered in several countries, including the United States, Canada, India, China, the UK, Germany, and Australia, with plans for further expansion.
- Deloitte‘s Encore Program is a paid returnship designed for professionals who have taken a career break of at least six months. The program allows participants to refresh their skills through structured learning, and a network of Deloitte professionals supports participants.
Benefits of Joining a Returnship
For mothers reentering the workforce, returnships offer substantial benefits. While foundational skills may have been acquired through college or previous roles, even a short absence from the workforce can necessitate a skill refresh. Industries such as finance and healthcare are dynamic, with frequent updates to automation tools, data dashboards, and software-as-a-service (SaaS) programs. Additionally, regulations and compliance expectations in these sectors evolve regularly due to technological advancements, political shifts, and changes in consumer protection laws. Returnships provide structured opportunities to update these skills and stay current with industry standards. Self-doubt is a common challenge among working mothers returning to the workforce, influenced by external and internal perceptions. Societal biases, often called the motherhood penalty, suggest that mothers are less committed or current in their professional roles, leading to fewer opportunities and stalled promotions.
A New Era of Career Comebacks
Returnships directly address the broken rung in the corporate ladder, where men significantly outnumber women at the manager, director, and C-Suite levels, enabling women to re-enter the workforce at a level that aligns with their experience and potential. They offer a critical on-ramp back into leadership pipelines. Returnships acknowledge a fundamental truth: careers aren’t always linear, and taking a break, especially for caregiving, shouldn’t disqualify someone from meaningful work. For companies, returnships rebuild the pipeline of qualified female leaders, thus diversifying thought at the leadership level and creating more growth opportunities. By investing in returnships, companies send a clear message to women: careers can pause for personal needs, and still progress.
Conclusion
Returnships are revolutionizing the way companies approach hiring and supporting working mothers who have taken a career break. These programs provide a structured and supportive environment for individuals to refresh their skills, rebuild their professional networks, and regain confidence in their abilities. By investing in returnships, companies can tap into a talented pool of experienced professionals, improve diversity and inclusion, and create a more sustainable and equitable workforce.
FAQs
- What is a returnship? A returnship is a paid, short-term program designed for professionals who have taken a career break and are seeking to restart their careers.
- Who is eligible for a returnship? Working mothers who have taken a career break of two or more years, as well as caregivers and mid-career professionals who have stepped away from the workforce for personal reasons, are eligible for returnships.
- What are the benefits of joining a returnship? Returnships provide structured opportunities to update skills, rebuild professional networks, and regain confidence in abilities.
- Which companies offer returnships? Several Fortune 500 companies, including Goldman Sachs, IBM, and Deloitte, offer returnship programs.
- How can I find returnship opportunities? Individuals can search for returnship opportunities on company websites, job search sites, and through organizations such as Path Forward.
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