Skip to content

Welcome to ResidentialBusiness.com — your guide to building a thriving home-based business

Your entrepreneurial journey starts here

Build the business you've
always known you could.

Home-based. Remote. Independent. Whatever your model — this community exists to help you go from idea to income with real support, real conversations, and real momentum.

15+
Years running
10K+
Members strong
6
Active topic hubs
Free
To join forever

"In today's dynamic world, entrepreneurship has become a gateway to financial independence — and launching a home-based business is one of the most accessible paths to get there."

It offers the freedom to be your own boss, control your schedule, and shape your financial future on your terms. This community is your starting point — designed to spark your entrepreneurial mindset and equip you with the core principles to transform an idea into a thriving business. Whether you're fueled by passion, a groundbreaking product, or a smart solution to a common problem, success begins with aligning your vision to real market demand, researching your audience, and laying the foundation with a solid business plan.

Working from home unlocks advantages like flexibility, minimal overhead, and the chance to create a work-life balance that fits your lifestyle — but it requires discipline, structure, and smart time management. Carve out a dedicated workspace, implement efficient routines, and harness the power of technology to automate tasks and stay connected with clients.

With the right mindset, strategic planning, and a willingness to learn and adapt, you can turn your home into a hub of innovation and income. This is more than just a resource — it's a call to action. Take control of your future and build a business that reflects your passion, purpose, and potential.


Explorer membership is free forever. Paid plans unlock the full platform — no ads, no limits.

This AI-related lawsuit could be just the beginning of many

Featured Replies

rssImage-36ca91d9aab8558025f694d635576cc0.webp

What many applicants may not realize is that, nowadays, the first hurdle in applying for a job is dealing with AI. Candidates now often must clear an artificial intelligence system that screens their résumés that quietly determines who advances, and whose application is filed away in a drawer or spam folder, never to see the light of day. 

Now, a new lawsuit filed on Tuesday is the first in the U.S. to accuse an AI hiring company of violating the Fair Credit Reporting Act. Eightfold AI, a venture capital-backed artificial intelligence hiring platform, is being sued by two workers in California for allegedly compiling reports used to screen job applicants without their knowledge, consent, or any opportunity to correct errors.

“I’ve applied to hundreds of jobs, but it feels like an unseen force is stopping me from being fairly considered,” said Erin Kistler, one of the plaintiffs, in a press release. Both plaintiffs applied to roles at several companies that use Eightfold AI, including PayPal and Microsoft, according to the complaint. 

Out of the thousands of jobs she has sought in the past year, only 0.3% of her applications have progressed to a follow-up or interview, Kistler told the New York Times. “It’s disheartening, and I know I’m not alone in feeling this way.”

Eightfold AI’s algorithm trawls career sites, job boards, and résumé databases to create a data set of “1 million job titles, 1 million skills, and the profiles of more than 1 billion people working in every job, profession, industry, and geography”, according to their website—much of it “inaccurate, incomplete, or drawn from unknown third-party sources,” the complaint alleges. 

Using an AI model trained on that data, plaintiffs say, Eightfold AI scores job applications on a scale of one to five, based on their skills, experience, and the hiring manager’s goals. These AI-generated evaluations function as “consumer reports under the federal Fair Credit Reporting Act (FCRA) and California law,” the lawsuit alleges.  

Unlike credit reports (a type of consumer report which the FCRA regulates to ensure accuracy and fairness), applicants are given no feedback on their scores or how the rating was generated, rarely aware that an algorithm evaluated them at all. If the tool is making mistakes, candidates have no ability to correct them. 

This creates a “black box” situation where we can see what goes into an AI system, and what comes out. But the reasoning in between remains hidden or incomprehensible to humans or the employers relying on the scoring when considering potential hires. This opacity is troubling at a time when more companies are relying on AI for hiring and candidate screening. 

A spokesperson for Eightfold AI told Fast Company that “this characterization about our products is factually incorrect. Eightfold offers technology that enterprises use to manage their talent processes and engage with candidates. Eightfold does not ‘lurk’ or scrape personal web history, social media or the like to build secret dossiers. Eightfold’s platform operates on data that is submitted by candidates to our customers or provided by our customers.” 

They continued: “We use information such as skills, experience and education that applicants choose to submit to our customers and data authorized by our customers under contract.” They also pointed to their blueprint to learn more about their specific data practices. 

The plaintiffs, meanwhile, are not demanding the elimination of AI from hiring. Instead, they are asking for AI companies to be held to the same standards as others. 

“Just because this company is using some fancy-sounding AI technology and is backed by venture capital doesn’t put it above the law,” David Seligman, Executive Director of Towards Justice, said in the press release. “This isn’t the wild west.”

Still, as AI becomes more pervasive in hiring, legal conflicts like this may just become more and more common.

View the full article

Join ResidentialBusiness.com as a free Explorer member to access the community

Advertisement

ResidentialBusiness.com — Free to join

You're reading as a guest.
Explorers actually participate.

Create your free Explorer account in seconds — no credit card, no commitment. Get instant access to post, reply, and connect inside one of the longest-running home business communities on the web.


Post topics & reply to discussions
Access the Community Business Lounge
Connect with remote & home-based founders
Build your member profile & reputation

The Community Business Lounge is where real conversations happen — business models, income strategies, remote work, and what's actually working right now. Guests read. Explorers contribute. The difference is one free signup.

Already growing and want more? Our Builder, Vanguard, and Pro Visionary plans remove ads entirely and unlock the full platform — but Explorer is the right place to start.

Free forever. No card required. Upgrade only when you're ready.

Important Information

We have placed cookies on your device to help make this website better. You can adjust your cookie settings, otherwise we'll assume you're okay to continue.

Account

Navigation

Search

Search

Configure browser push notifications

Chrome (Android)
  1. Tap the lock icon next to the address bar.
  2. Tap Permissions → Notifications.
  3. Adjust your preference.
Chrome (Desktop)
  1. Click the padlock icon in the address bar.
  2. Select Site settings.
  3. Find Notifications and adjust your preference.