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    Home»Artificial Intelligence»What I Learned in my First 18 Months as a Freelance Data Scientist
    Artificial Intelligence

    What I Learned in my First 18 Months as a Freelance Data Scientist

    Team_AIBS NewsBy Team_AIBS NewsJuly 9, 2025No Comments13 Mins Read
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    It has been practically 18 months since I began up my freelancing profession — I can hardly consider it! Once I first obtained began, I assumed I had an concept of how issues would evolve. In some methods I used to be proper and in some methods I used to be flawed. You possibly can learn in regards to the early days of my freelancing in my first and second posts on the topic. In these weblog posts I used to be simply beginning out and getting my ft below me. I nonetheless had many questions and, in actual fact, mentioned I might write a brand new publish after some essential milestones (ahem, paying my first 12 months of taxes). So on this publish I’m seeking to fill in a few of these gaps that I couldn’t reply a 12 months in the past. However I even have discovered a variety of surprising issues over the previous a number of months, notably as I’ve met with extra people who find themselves both already freelancing or are contemplating it. So I needed to seize that info as properly.

    How We Acquired to The place We’re Immediately

    In December of 2023 I launched my very own “solopreneur” enterprise. There we’re a variety of causes I went this route. Maybe the most important of them was that the job market on the time was fairly horrible (and it’s even worse as I write this text). I had been in search of a brand new job for a number of months, however no person was hiring. I’m a Gen X-er and my era has been hit fairly arduous by tech layoffs and the rampant ageism that’s common among tech companies. It was a tough capsule to swallow having over 20 years of expertise within the subject and but being seen as somebody who couldn’t study and adapt to the ever-changing tech panorama.

    Picture by creator with ChatGPT-4o.

    On the identical time, I additionally actually needed to craft a special life for myself. My burnout and stress stage in company had actually gotten out of hand. It had gotten so dangerous that I had not been in a position to swallow stable meals for months. I might frequently get hives and cellulitis requiring medical intervention, notably if I had to enter the workplace. I wasn’t sleeping, I wasn’t doing something outdoors of labor like hobbies (as a result of I used to be all the time at work and even once I wasn’t, I couldn’t unplug), and my psychological well being had actually taken a nostril dive. I knew one thing wanted to alter and, for a very long time, had purchased into the fallacy {that a} “change” could be to discover a completely different firm to work for. Nevertheless, in interview after interview throughout my profession, I found it was fairly uncommon to discover a place that shared my views on work and its relationship to life. I work to reside, that means work is the factor that I do with a view to afford my life. I do NOT reside to work. Some folks do. Some persons are pleased being fully chained to their desks, having themselves and their existence tied to their jobs. Some folks simply actually take pleasure in engaged on an issue morning, midday, and evening. I’m not one among them. I’ve a household that wants me, associates I like to hang around with, and I’ve hobbies I take pleasure in. And I wasn’t attending to do any of that. After one notably dangerous day at work, I got here to the conclusion that I might truly create that work atmosphere I used to be in search of quite than making an attempt (in useless) to seek out it.

    One other issue that stored me tied so lengthy to company work was the truth that I’m the first (and typically sole, since my partner works a seasonal job) breadwinner for my household. So there was actually concern in going into this. I seen working for a corporation as being the one potential secure revenue. And but we now have just lately seen company layoff after company layoff with a view to try to save the corporate a bit more cash and make the shareholders pleased. (Temporary apart: do you bear in mind when Wall Avenue used to punish firms who did that??? Ah, the nice ole days.) We’ve got even seen the traditionally extremely protected US authorities jobs change into plagued with layoffs. So I humbly recommend that this view of company employment as being “protected” is simply an phantasm.

    So in dialogue with my partner, we determined that I might go solo. I created an LLC to tackle work and reached out to my community by way of a LinkedIn publish to allow them to know what I used to be doing to try to drum up enterprise.

    Quick ahead 18 months. I’ve been fortunately employed within the freelance world with a small handful of shoppers. Working with my community, I used to be very lucky in that I used to be in a position to simply exchange my company wage. Higher but, I’m doing it alone phrases. The issues I hated about working in company (meaningless efficiency critiques for a elevate lower than the rise in the price of dwelling, ridiculous required “don’t stare into the solar” trainings, asking permission to do essentially the most mundane of issues like purchase a ebook for my persevering with training or attend a convention that I had been requested to talk at, and many others.) at the moment are lengthy previously. Good riddance! And I’m additionally happy to report that I did handle to get my well being (psychological and bodily) again in verify. It took just a few months, however I started to have the ability to swallow stable meals and began dwelling my life once more.

    Picture created by creator with ChatGPT-4o.

    Well being Insurance coverage: The 800 lb. Gorilla within the Room

    What follows goes to be a really US-centric perspective on freelancing. I envy these of you who reside in nations that give you medical insurance. Right here within the US, the place I’m presently based mostly, we aren’t as lucky. Medical health insurance is costly. And, in actual fact, its value retains many individuals from freelancing.

    We’re lucky in that my partner’s seasonal job gives us medical insurance throughout the season (the winter ski season). Nevertheless, that season is barely 7 months of the 12 months. Which means that we had to determine what to do for the opposite 5 months. Throughout my first 12 months working as a freelancer, I needed to have knee surgical procedure whereas nonetheless on that insurance coverage. This meant that I had reached my most out-of-pocket (OOP). We determined that we’d put the household on COBRA throughout the off season. For these not accustomed to COBRA, it’s a US regulation that permits folks to briefly keep on their medical insurance following the top of their employment as long as you pay your full month-to-month premiums, together with the portion paid by your employer. We had first rate insurance coverage via my partner’s firm…actually not C-suite stage insurance coverage, however fairly good. For our household of three (my partner, myself, and my teenager), this got here out to $3000/month. Sure, you learn that proper. It made sense on the time with the above logic, however had we actually sat down and calculated out how a lot it saved us by me being at my most OOP, it actually wasn’t the precise determination.

    This 12 months, we determined to go onto the open market, which you’re allowed to do outdoors of the open enrollment interval with a qualifying life occasion. (The top of my partner’s seasonal job is taken into account to be a kind of.) This brings our month-to-month invoice to about $1000/month for the entire household.

    Whereas it appears apparent that this may be the higher alternative, there are literally a variety of issues to contemplate with this determination. For instance, whereas the month-to-month premiums are much less on the open market, the protection is nowhere close to nearly as good as what we now have throughout the season. Ought to you end up on this scenario, I strongly suggest speaking with an precise insurance coverage dealer to go over the professionals and cons of every strategy. Additionally, it is vitally necessary that mentioned dealer be positioned in your space. We talked with folks within the closest main city (which is 2 hours away) who had no concept which healthcare suppliers actually settle for sure insurance coverage in your space. Professional tip: simply because the insurance coverage supplier’s webpage says a sure physician is in community doesn’t make it so! These webpages are steadily old-fashioned and are advertising and marketing instruments: they know you need to see that an entire ton of medical doctors are lined in your space, even when they aren’t accepting that insurance coverage anymore! Ask me how I do know…

    Picture by Jon Tyson on Unsplash

    Taxes

    Let me start this part with the necessary caveat: I’m not an accountant or an legal professional. The whole lot I’m about to say right here relies on my expertise and is my opinion. And, once more, that is all going to be coming from a US perspective. DO NOT PURSUE A CAREER FREELANCING WITHOUT TAKING TO PROFESSIONALS IN BOTH OF THESE ARENAS!!!

    OK…now with that out of the best way…

    I can’t stress strongly sufficient how necessary it’s to arrange what you are promoting correctly to be able to receives a commission and pay taxes as you must do. In dialogue with my tax accountant and legal professional again once I was getting began, we determined that my firm would initially be arrange as a single-member LLC. Let’s break that into items.

    First, let’s take a look at the most typical enterprise buildings for freelancing work: LLCs and S-Corps. It is very important take into account organising below one among these buildings as a result of they provide you authorized legal responsibility safety. The very last thing you need is a few upset consumer making an attempt to return after your private belongings as a result of they’re sad together with your work!

    There are tax implications on which of those choices you select involving what portion of your revenue is subjected to self-employment tax, which is round 35%. Typically talking although, LLCs are simple to arrange and don’t require company formalities like board conferences, company resolutions, and many others. S-Corps require extra formality, however the profit there’s that you just solely pay the self-employment tax in your wage, not on distributions. (Once more, seek the advice of with the professionals to study the ins and outs of that bit!)

    I made a decision to go the simple LLC route. However no matter what you determine, listed here are the issues I discovered from now having truly finished my taxes for a 12 months on this modality.

    1. You will want to file quarterly estimated funds in your revenue. If you find yourself in company, your employer takes taxes out of each paycheck. If you work for your self, that’s not true. It’s essential make funds 4 occasions per 12 months. Your accountant may also help you’re employed out what these funds might be.
    2. ALWAYS hold what you are promoting funds 1000000% fully separate out of your private funds! This implies it would be best to have a enterprise banking account and you’ll pay your self (referred to as “taking a draw”) from that account. Have a debit card related to that account. Don’t use that card for something aside from enterprise bills! Don’t use your private accounts for enterprise bills. Belief me: it will prevent a TON of time at tax season!
    3. Get no matter bookkeeping software program your accountant recommends and provides them entry to your books. In my case, my accountant prefers Xero. This software program permits full adjudication of the books.
    4. Your accountant might be getting ready a 1040 Schedule C (“Revenue or Loss From Enterprise”) for you. The right software program alternative from #3 will assist them do that. Basically, what you’re getting ready in it is a full accounting of what you are promoting’ revenue, bills, value of products offered, and many others. With the right software program linked to what you are promoting banking account (and assuming that the solely factor you do in that account is enterprise associated, proper???), that is primarily ready with the clicking of a button.
    5. Maintain. Receipts. For. EVERYTHING. Your online business bills are tax deductible. So is what you’re paying out of pocket on medical insurance. For those who get audited, you’ll completely want this stuff. Get within the behavior of simply doing it.

    Keep in mind that as what you are promoting turns into extra difficult, so do your taxes. For instance, I acknowledged that my enterprise is a sole proprietorship LLC, that means I’ve no different workers. Over the previous 12 months I’ve had a number of folks attain out to me asking if I might rent them into my enterprise. There are important tax implications in doing so and, as normal, I like to recommend speaking together with your accountant about them.

    If there was one piece of recommendation I must get began proper it could be this: I actually can’t emphasize sufficient how necessary it’s to hold what you are promoting and private funds separate. The solely time cash ought to combine from what you are promoting checking account to your private one is whenever you pay your self. This may make your tax life infinitely simpler when your accountant doesn’t must try to create Schedule C from an entire collection of financial institution accounts, weeding via what have been precise enterprise bills and what have been private. And belief me…you need to hold your accountant pleased!

    Concluding Ideas

    There are lots of methods to start out freelancing. You is likely to be lucky to find a technique to get began as a facet hustle the place you don’t have to fret but about discovering insurance coverage but or needing to completely exchange your wage instantly. Or, like me, you may get thrown shortly into it full time. No matter the way you get there, these are two of the most important hurdles you should overcome to changing into profitable in freelancing.

    The insurance coverage query is doubtlessly going to be altering quickly because of the politics within the US proper now and the uncertainty across the open market. As for taxes, I like to recommend shortly adapting the mindset that you’re an official enterprise, particularly if you’ll go all in and freelance full time, and set up enterprise formalities relating to funds instantly.

    I’ve been very lucky in that issues have been taking off for my enterprise as I study extra in regards to the wants of these involved in contracting with me. So hopefully I’ll have an replace quickly about some new methods I’m seeking to develop my enterprise!

    Picture by Kristina V on Unsplash



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