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Ellie Perry

Is technology creating unemployment? My California EDD claim after being replaced by automation

I never thought I'd be filing for California EDD unemployment benefits at 41 years old but here I am. I worked as a data entry specialist at a mid-sized logistics company for nearly 9 years. Last quarter they rolled out a new AI-driven automation platform and within 6 weeks, my entire department of 11 people was eliminated. No performance issues, no warnings - just a meeting where they explained the software could now handle everything we did. So I filed my UI claim and honestly the process has been eye-opening. My claim went into adjudication almost immediately which my coworkers told me sometimes happens with mass layoffs. I've been trying to understand whether the fact that technology is creating unemployment on this scale affects how EDD handles claims. Like does it matter to EDD whether you were laid off due to budget cuts vs. replaced by a machine? Also I'm struggling to even get someone on the phone at EDD to ask basic questions about my claim status. Has anyone else lost their job to automation and gone through the California EDD process? Any insight on whether this type of layoff is treated differently?

This is actually a really common situation now and unfortunately it's only going to increase. To answer your core question: no, California EDD does NOT treat technology-related layoffs any differently than traditional layoffs. A layoff is a layoff in EDD's eyes. Whether your employer replaced you with a robot, outsourced overseas, or just downsized, you should be fully eligible for regular UI benefits as long as you meet the base period earnings requirements and you're able, available, and actively looking for work. The adjudication your claim is in is probably just standard review for a mass layoff event. EDD sometimes flags these to verify the employer's separation info matches what you reported. Keep filing your weekly certifications every week without fail even while in adjudication.

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That's genuinely reassuring to hear. I was worried that being replaced by software might somehow affect my eligibility. I'll definitely keep filing my weekly certifications. How long does adjudication usually take for mass layoffs?

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Mass layoff adjudication can vary wildly. I've seen people resolve in 2 weeks and others wait 8+ weeks. It really depends on how quickly the employer responds to EDD's request for separation information. Some companies are prompt, others drag their feet.

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yeah the employer response time is the biggest variable honestly. when my whole warehouse team got cut last year edd adjudication took about 5 weeks because our company took forever to submit their paperwork

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The broader question you asked - is technology creating unemployment - is something economists argue about constantly but from a practical EDD standpoint what matters is that YOU are unemployed through no fault of your own and that qualifies you for benefits. The automation trend is real though. I work in workforce development and we're seeing entire job categories disappear. The good news is California has retraining resources through CalJOBS that can help you transition to roles less susceptible to automation. You can connect your EDD claim to CalJOBS and access free training programs. Might be worth looking into while your claim processes.

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I registered for CalJOBS but haven't really explored the training programs yet. Are those actually useful or more of a checkbox thing?

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The CalJOBS training programs range from genuinely helpful to totally useless depending on your area and what you're looking for. The key is finding programs that are tied to actual employer partnerships vs generic certificate mills. A workforce development counselor at your local America's Job Center can help you sort through what's legitimate.

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I did a CalJOBS training program for medical billing after being laid off from retail. Took about 4 months, got certified, and had a job within 2 months of finishing. Not everything there is a waste of time.

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Honestly the hardest part of my tech-replacement layoff experience wasn't the eligibility stuff it was just getting ANYONE at California EDD on the phone to confirm my claim was moving forward. I spent two weeks calling every single morning hitting redial over and over. Then someone in a different forum mentioned Claimyr (claimyr.com) and it was genuinely life changing for this process. They have a system that basically holds your place in the EDD phone queue and calls you when an agent is ready. I was skeptical but watched their demo video at https://youtu.be/JmuwXR7HA10 and decided to try it. Had an actual EDD agent on the line within a couple hours. The agent confirmed my adjudication status and told me exactly what documents they needed from me. Saved me honestly probably 30+ hours of redial frustration.

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Wait this is a real thing? I've been going crazy trying to get through to EDD. I'll definitely check out that video. Did the agent actually help resolve anything or just give you status info?

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The agent was able to actually notate my account, confirm what was pending, and flag an issue with my employer's response date. Knowing exactly where things stood was huge. Status info alone was worth it but she also moved things along.

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claimyr worked for me too. got through on like the second try after weeks of busy signals on my own

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Is this legit? Sounds too good to be true when edd phone lines are basically impossible

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I'm kinda in the same boat but slightly different - I was a graphic designer and my company didn't fully automate but they bought an AI image generation subscription and cut half the design team saying the AI handles the volume work now and they just need one senior person. EDD is treating it as a standard layoff which I guess is fine but it feels different somehow. Like the whole design industry is shifting under everyone's feet and UI benefits weren't really designed for this kind of structural shift in the economy. Does anyone know if there are any special programs for people displaced by AI specifically?

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There aren't currently any California-specific AI displacement programs, though there's been state legislative discussion about it. Your best current options are the standard UI benefits combined with the WIOA-funded training programs through America's Job Centers. Some community colleges also have specific AI+human skills programs designed to help creatives adapt rather than compete directly with AI tools.

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That's frustrating but good to know. I've been looking at UX design programs since that still requires human judgment. Appreciate the info.

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honestly same situation here as a copywriter. the whole industry is getting wrecked. at least california edd benefits give some breathing room to figure out next steps

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Quick question that might be dumb but does EDD know WHY you were laid off when you file? Like do they know it was automation related or does the employer just say workforce reduction

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Employers typically report a separation reason category like 'lack of work' or 'layoff' when EDD contacts them. They don't usually specify 'replaced by AI' specifically. EDD is really just determining whether the separation was through no fault of your own, which automation layoffs generally are.

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ok good that makes sense. was worried saying automation would somehow flag my claim differently

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No, mentioning automation on your own end won't hurt your claim. If anything, being specific and accurate about your separation reason in your claim helps establish the lack of fault clearly.

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Something nobody mentioned yet - make sure you're meeting your job search requirements while all this is processing. EDD requires you to make at least 3 job search contacts per week and log them. I know it can feel weird to be job searching while your claim is in adjudication but you need to keep doing it. And here's the part that trips people up with tech-displacement layoffs: your job search contacts should be in your field or a related field. You can't just log random applications to anything, the activities need to be genuine attempts to find suitable work.

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3 contacts per week - got it. Does applying online to job postings count as a contact or does it have to be more direct?

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Online applications absolutely count as job search contacts. You can also count things like attending job fairs, submitting resumes directly to employers, creating or updating a LinkedIn profile (one time), and registering with a staffing agency. Just keep records of everything - dates, company names, position titles, how you applied.

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I got hit with an overpayment issue partly because my job search log wasn't detailed enough when they audited. Keep SPECIFIC records. Company name, exact position, date, method of contact. Vague entries cause problems.

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Is technology creating unemployment though like in a way that's going to keep getting worse? I ask because I'm trying to decide whether to retrain for something new or try to find another data entry job while I have EDD benefits. My EDD counselor at the job center basically said data entry as a standalone role is nearly extinct now. That's scary to hear but probably true.

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Your counselor is being honest with you. Pure data entry roles have been declining for years and AI is accelerating that significantly. The roles that remain are increasingly hybrid positions that require interpretation and quality control of automated outputs. If you're open to retraining, roles in data analysis, database administration, or even healthcare records management that require human judgment are more stable paths. EDD benefits give you up to 26 weeks of breathing room to make that transition strategically.

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26 weeks doesn't feel like much when you're talking about learning an entirely new career field. Are there EDD approved training programs that extend benefits while you're in school?

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Yes - there's the Training Benefits program (formerly known as School While Receiving UI) through California EDD. If you're enrolled in approved training, you may be able to waive some of the weekly job search requirements and potentially receive benefits for longer. Ask about Trade Adjustment Assistance too if your job loss connects to international competition factors.

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The Training Benefits program is worth looking into seriously. You need to apply for it specifically - it doesn't happen automatically. Your EDD office or a job center counselor can help you apply and identify approved programs.

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UGH my claim has been sitting pending for 7 weeks now and reading this thread is not helping my anxiety lol. I was a customer service rep replaced by chatbots. My company literally sent an email saying 'our new AI assistant handles 94% of customer inquiries' and then laid off 60 of us. You'd think EDD would see that email as proof but apparently it's just standard adjudication anyway. I've called probably 200 times no exaggeration.

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200 calls and still nothing? That email from your company sounds like excellent documentation by the way - keep it. But yeah the phone situation with EDD is brutal. I really do recommend trying Claimyr if you haven't. claimyr.com - they get you connected to an actual EDD agent without the endless redialing. Check https://youtu.be/JmuwXR7HA10 for how it works. For a 7-week adjudication you really need to talk to a human at this point.

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I watched the video and it actually looks straightforward. At 7 weeks I'm desperate enough to try anything. Did anyone have their adjudication actually resolved after speaking with an agent?

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Speaking to an agent didn't resolve mine instantly but they flagged that my employer hadn't responded yet and escalated it. Resolved within 10 days after that call. The escalation was the key thing.

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Ok that gives me hope. Going to try it today.

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One thing worth clarifying for this whole thread: there's a difference between being ELIGIBLE for benefits (which tech-displaced workers almost always are) and having your claim APPROVED quickly (which depends on adjudication timelines). Your eligibility is really about your base period wages, your separation reason, and your ongoing availability for work. The adjudication delay is a separate administrative process. Don't let a long adjudication make you think you're going to be denied - most tech layoffs are approved, it just takes time for the paperwork to catch up.

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This distinction is actually really helpful. I've been catastrophizing that adjudication = probably denied. Good to know those are separate things.

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SAME. I've been assuming the worst. Knowing adjudication is just administrative and not a denial signal is actually calming me down a bit.

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Worth adding: if you DO get denied after adjudication, that is not the end either. You have 30 days from the Notice of Determination to appeal. Appeals have a decent success rate especially for straightforward layoff situations. The system has multiple layers built in.

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Can we talk about the weekly certification questions for a second because this tripped me up. When it asks if you were 'able and available' to work that week and 'actively seeking work' you have to answer yes to both even if you're in training or doing interviews. And the question about earning money - that includes ANY income including gig work, freelance, anything. I made the mistake of doing a small freelance design project while my claim was processing and not reporting the income. Got hit with an overpayment notice months later. Report everything even if it's small.

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This is a really important warning. I've been doing occasional freelance work and reporting it. It reduces your benefit amount for that week but it's way better than an overpayment situation later.

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The formula is: if you earn less than your weekly benefit amount plus $25, you still get partial benefits. So freelancing doesn't automatically disqualify you for the week - it just adjusts your payment. But only if you report it correctly.

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I didn't know about the $25 buffer. So earning a little bit doesn't mean you get nothing for the week? That's good to know for managing finances during this gap.

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Correct. EDD wants you to work when you can, they just need to know about it. The overpayment nightmare only happens when you don't report. Report everything and you're fine.

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Something I've been wondering - when you list your occupation on EDD forms and it's something like 'data entry clerk' that's basically being automated out of existence, does EDD ever push back on your job search activities because they consider the occupation not viable? Like will they question why you're applying for data entry jobs if the field is drying up?

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EDD doesn't monitor job market viability for individual occupations when reviewing job search logs. They're checking that you made the required contacts, not whether the field is healthy. You can search for data entry jobs, adjacent roles, or if you've decided to pivot careers, you can search in your new target field. Just be consistent with whatever you report.

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Good, I was worried they'd flag my job search log because I'm applying to a mix of data entry and admin assistant roles while I figure out retraining.

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Applying to adjacent roles is actually smart job search strategy AND it satisfies EDD requirements. Admin assistant, data coordinator, operations associate - these are all reasonable targets for someone with your background.

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I want to give some hope here because this thread is getting a little doom and gloom. I was laid off from a scheduling coordinator role about 18 months ago when my employer implemented automated scheduling software. Filed EDD, went through adjudication (took 4 weeks), got approved, used the time and benefits to complete a medical billing certification through a CalJOBS program, and now I'm making more than I was before. The EDD process was frustrating but it genuinely worked as a bridge. The technology displacement thing is real and scary but it's also forcing a lot of people into better roles than they had.

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This is exactly what I needed to read. Thank you for sharing this. 4 weeks adjudication and then smooth sailing? That's encouraging.

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This is the kind of outcome story I needed. Going to look harder at the CalJOBS training options this week.

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ok genuinely needed this comment. thank you

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Practical tip for anyone in adjudication from a tech layoff: gather every piece of documentation you have about the layoff. Company announcement emails, any HR communications about the position elimination, your final pay stub, separation paperwork. EDD may request documentation at any point in the process and having everything organized saves time. For tech-related layoffs specifically, anything that shows the automation decision (even internal emails if you saved them) can help clarify that this was a business decision unrelated to your performance.

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I actually saved all the emails from when management announced the automation project and the subsequent layoff. Didn't realize those might be useful for EDD documentation purposes.

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Definitely keep those. They're probably not required but if EDD ever needs clarification about your separation reason, having documentation that shows a clear business decision to automate is helpful.

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Also keep copies of everything EDD sends you - every notice, every letter, every email. Build a claim folder. If anything ever gets disputed later having a complete paper trail is invaluable.

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lol the irony of technology creating unemployment and then you have to use technology (a website) to file for unemployment benefits and also technology keeps blocking you from reaching an actual human at EDD on the phone. the whole thing is very on the nose

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I felt this comment on a spiritual level

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haha the system is very self-aware apparently. at least there are tools like claimyr.com now that use technology to fight back against the phone system. irony on irony

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using tech to fight tech, love it

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Does anyone know if there's a way to check adjudication status online without calling? My claim has been pending for 3 weeks and I really don't want to spend hours trying to get through on the phone.

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You can check your UI Online account at myedd.edd.ca.gov for some status information, but adjudication status detail is often limited online. The system will show if there are pending issues but won't always tell you specifically what's being reviewed or what's needed. For actual answers about adjudication progress you usually do need to speak with an agent.

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That's frustrating. The online portal really doesn't give much detail. Might have to try calling again.

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If calling is proving impossible, look into Claimyr - claimyr.com has a demo at https://youtu.be/JmuwXR7HA10 that shows how they connect you to EDD agents without the hours of redial. For adjudication questions specifically, talking to an agent is really the only way to get real answers, so finding a way to actually reach one matters.

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Just watched the demo. This seems way less miserable than what I've been doing. Going to try it.

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My brother keeps telling me I should just 'learn to code' since technology is replacing everything else. But like... AI is also starting to write code. At what point is ANY skill safe from automation? I keep thinking about this while filing my weekly EDD certifications and it's honestly kind of existential.

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The 'learn to code' advice is increasingly outdated, you're right about that. The skills with the longest runway are those involving complex human judgment, physical dexterity in variable environments, emotional intelligence and relationship management, and interdisciplinary problem solving. Healthcare, skilled trades, education, complex service roles - these are harder to automate. None of that makes your current situation easier but it might help focus your retraining research.

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I've been looking at HVAC certification actually. My cousin makes really good money and he's pretty confident robots aren't crawling into attic spaces anytime soon.

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Skilled trades are genuinely a smart pivot. And there are CalJOBS connected programs for trades certifications. Your EDD time might be well spent researching that path.

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The skilled trades thought is actually in my head too. My BIL is an electrician and laughs at anyone worried about AI taking his job

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I want to flag something important that I don't see mentioned: when EDD asks about your reason for separation during initial filing, be SPECIFIC. Don't just say 'laid off.' Say 'position eliminated due to company implementation of automated software system' or similar. Being vague gives EDD more reason to open adjudication for clarification. The more specific and consistent your initial claim, the smoother things often go.

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I wish I had this advice before I filed. I think I just said 'laid off' on my initial claim. Is it possible to add more detail now?

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You can submit additional information through your UI Online account under the messages/document upload section. Write a brief factual statement explaining the separation in more detail and attach any supporting documentation. It won't necessarily speed things up but it creates a clearer record.

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Good advice. Consistency and specificity on the initial claim really does matter. EDD is comparing what you say to what your employer says and inconsistencies trigger adjudication flags.

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Also make sure whatever you tell EDD matches what you'd tell a potential employer. Not because EDD checks that but because you want a consistent truthful narrative about your employment history going forward.

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Reading this whole thread while on hold with EDD for the 4th time this week. Been on hold 47 minutes so far. Is technology also creating unemployment for EDD phone agents because CLEARLY they don't have enough people answering calls

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EDD staffing has been a persistent problem. The call volume from ongoing layoffs across industries just overwhelms the system regularly. It's genuinely not sustainable.

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Update: got disconnected at 52 minutes. I want to throw my phone.

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52 minutes and a disconnect is soul crushing. Seriously try Claimyr before you go through that again. claimyr.com - the whole point is to get past exactly what just happened to you. Nobody should have to go through that repeatedly.

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downloading the app right now. nothing to lose at this point

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Final thought from someone who went through this 2 years ago: the EDD process feels overwhelming when you're in it but it does eventually resolve. Mine took 6 weeks of adjudication, I got approved for my full benefit amount retroactively back to my claim date, and I got every week I'd certified for paid out at once. The lump sum was actually helpful for paying down some debt. Technology displacement is real and disorienting but the safety net exists for exactly this situation. Hang in there everyone.

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Retroactive payment for all the weeks in adjudication? I didn't realize that's how it works. So if I've been certifying every week during adjudication those weeks still get paid once it's approved?

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Yes! That's exactly why it's so critical to keep filing your weekly certifications even when nothing seems to be happening. The moment your claim is approved, EDD processes all those certified weeks and pays them out. Stopping certifications during adjudication is one of the biggest mistakes people make.

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Cannot stress this enough - KEEP CERTIFYING EVERY WEEK regardless of adjudication status. Missing a week means losing that week's benefit permanently. It's one of the most important things to know about the California EDD process.

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This is the most important practical advice in this whole thread. File your weekly certification every single week without fail. Adjudication doesn't pause that requirement and missing weeks costs you real money.

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