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?????? ???????????? ?????????????????? ???????????????????????? ?????? ?????????????? ?????????? ???? ???????? ?????????????????? Our latest report, which was featured in?DevOps.com,?CIO Dive?and?San Francisco Business Times,?uncovers fascinating trends reshaping engineering careers: ????????????????????????? ???????? ?????? ????????????: DevOps, cloud, and data engineers hit leadership roles in just 2-3 years. ?????????-???????? ?????????????? ????????????... ??????????????: Top-tier grads are promoted 22% faster early on, but by year 8, the playing fields levels out. ??????? ????????????? ???? ??????????????: 47% of DevOps engineers we tracked don’t hold formal degrees. ???????/???? ???????????? ?????? ??????????????????????: The number of engineers with these skills has grown by 2,700% in a decade. ???S???????????????? ?????? ?????? ???????? ?????????? ???? ??????????????????:?Engineers at startups get promoted 22% faster than at larger companies. Scaling Smarter: Engineering Talent Strategies for Startups: - Rethink 'top talent': College pedigree isn’t everything. Focus on specialists with impact. - Retain your stars:?Engage engineers around the 2-3 year mark with bigger challenges and ownership opportunities. - Compete for talent:?Startups must pitch the technical adventures engineers can only find at their companies. Check link in comments for the full??????????????????????? ???????????? ???????????????? ?????????????based on data from our?Beacon AI platform?that tracks more than 600 million employees and 80 million companies + expert commentary from?SignalFire's?Jarod Reyes. #AI #Engineering #SoftwareEngineer #AICareers

Last week, SignalFire's?Tony Pezzullo? and?Ryan Wexler? hosted a cybersecurity+AI panel as part of our SignalFire AI Lab series, featuring Snehal Antani?of?Horizon3.ai,?Yaron Singer of?Cisco, and?Nandan Thor?of?Palo Alto Networks?. Here are some standout takeaways on what these security leaders see as the future of AI in cybersecurity: ???A Shifting Security Paradigm - Traditional methods can’t keep up—AI must be embedded across workflows. - Attack timelines are shrinking as AI enables faster actions by bad actors, requiring defenders to adapt quickly. - The shift is on: from "human-in-the-loop" to "humans-by-exception." ???AI's Transformative Role in Cybersecurity - SOCs (Security Operations Centers) are set to look entirely different within 5 years. - Autonomous systems will identify and prioritize threats almost instantly. - LLMs are driving faster, more comprehensive threat intelligence gathering. ???Winning Strategies for Security Startups in the AI Age - Think like a data company, not just a security company. - Your biggest edge? Speed and a higher risk appetite. - Target edge cases where large enterprises hesitate to innovate. ???Big Challenges Ahead - Building a true data moat is essential for long-term success. - Ethical AI requires robust, multi-layered security strategies. - Balancing breakthrough innovation with responsible AI practices is non-negotiable. A huge thank you to our expert panelists for their invaluable insights. #AI #Cybersecurity #Innovation #FutureOfTech

???????????????????? ???? ???? ?????? ?????????? ???? ???? ???? ????????????????????, ?????? ????’???? ?????????????? ?????? ?????? ????????????????????: ???????????????????????? ????????. AI promises to radically enhance healthcare—from saving lives through earlier, more accurate diagnoses to personalizing patient engagement and driving health equity. But there’s a catch: AI models can’t learn without robust, standardized data. And healthcare data? It’s mostly locked away in silos and bogged down by strict regulations. ?????? ????????????????? ?????????????? ???????? ??????????????. ?? ?? SignalFire’s latest article dives into how: - ?????????????????? ???????????????? is reshaping how hospitals share data securely, balancing patient privacy with progress. - Emerging ??????????????-?????????????????? ???????? and ???????????? ?????????????that can bridge the gap between regulations and innovation. - ?????????????????????????????? ???????????????like OMOP and FHIR that are moving the needle but need flexible new approaches in the AI era. If you're a healthcare leader, startup, or investor, understanding these dynamics isn’t just beneficial—it’s essential. Read how tech and healthcare can come together to turn data into life-changing insights in this post by Ed Simcox and SignalFire?'s?Sahir Raoof? and Tony Pezzullo?. #HealthcareAI #Innovation #AI #HealthTech

Are your talent reviews driving true results or stuck in outdated frameworks? The popular 9-box tool may look simple, but it hides biases and oversimplifications that could hold your team back.? In this blog, SignalFire partner @doshay dives into the 3 biggest mistakes made in talent reviews and how to fix them. Learn how to: ? Combat bias and improve fairness ? Tailor reviews for real business needs ? Leverage data for smarter decisions See how modern templates and data-driven insights can transform your HR approach into informed decision-making. ?? See link in comments for the full post + actionable tips and tools. #HRInsights #TalentManagement #LeadershipDevelopment

How startups are harnessing big data and AI to simplify life for healthcare pros: ?????? ?????????????? Heart disease claims 1 in 3 lives, but overworked doctors often can’t provide full-time attention to every patient. Recora? is changing that. By analyzing data from virtual checkups, it alerts doctors to patients at higher risk of another heart attack. The result? An impressive reduction in readmission rates to 11%, well below the national average. ?????? ???????????? Nurses spend nearly half their time on admin tasks instead of patient care. Enter Diligent Robotics? and Moxi, the robot that takes on non-patient-facing tasks like fetching supplies and delivering lab samples. Last year alone, Moxi freed up 200,000 hours, giving nurses more time for what matters most—caring for patients. ?????? ?????????????????? ?????????????????? Payors lose $300 billion annually on unused or unnecessary medications. The Wellth? app changes that by using behavioral economics to boost medication adherence with an insurance-subsidized monthly rewards program. Miss a pill and you lose part of your reward—a smart use of loss aversion that’s led to a 42% drop in hospital visits for users. ?????? ???????????? Biotechs spend 70% of their budget on R&D, yet many of them still rely on Excel, consultants, and disparate software to manage it. Auxilius? redefines this process by automating everything into one streamlined accounting tool for clinical trials, saving pharma companies 3 to 4 days of work every month. ?????? ???????????????????? ?????????????????? Marketing healthcare services on platforms like Facebook without adhering to strict privacy laws can lead to million-dollar fines. Freshpaint? a makes it easy for companies to stay HIPAA-compliant by filtering out sensitive customer data, while still using powerful analytics offered by top advertisers. Check the link in the comments for more on how startups are helping patients directly.

How to get promoted in engineering, according to an analysis of more than 1 billion job changes from the last two decades: ?????????????????? Engineers from elite engineering colleges see only a slight lift in their ability to get promoted. After three years, specialization and experience matter much more than pedigree. Most surprisingly, we found engineers who never attended college have consistently been able to land jobs and get promoted. For instance, about 30% of data engineers don’t have a degree—roughly the same rate as a decade ago. ?????? ???????? The best hack for an early-career promotion? Having a specialization. Engineers in fields like DevOps and data engineering can shave an average of six months to more than a year off the average time to a promotion, compared to general engineers. These jobs are more in demand because fewer people have those specialized skills. ?????????????? ???????? It takes 2.3 years for the average startup engineer to get promoted, compared to 2.7 years at a big company. Considering this is across tens of millions of developers, these small differences are quite significant. A lesson: If you’re looking for a promotion and have been in your job for three years and it hasn’t happened, you might want to consider a conversation internally (or looking to other companies). In those situations, strategic lateral moves to diversify experience typically result in raises and promotions faster. We built this analysis using our Beacon AI data platform, which taps into dozens of data sources covering more than 80 million companies. For our full state of engineering report with lots more detail, tap into the link in comments. #engineering #startups

Why measuring engineering productivity matters for startups: The key to scaling your startup isn't just about hiring more engineers—it's about maximizing their impact. But how do you measure something as complex as software engineering productivity? It's not as simple as counting lines of code or tracking hours worked. That's why we're excited to share insights from ?? Vitaly Gordon?, CEO of Faros AI?, on smart ways to measure engineering productivity. As Vitaly explains, context is crucial. What works for an early-stage startup focused on rapid innovation will differ from a scaling company balancing growth and stability. The SPACE framework offers a holistic approach, measuring satisfaction, performance, activity, communication, and efficiency. But the specific metrics that matter most will depend on your startup's unique goals, operating model, and culture. As your org grows, you’ll also need to adjust the metrics you measure for the best approach. Want to learn how to create an engineering productivity program tailored to your startup's needs? Check out our blog post featuring Vitaly's full insights on selecting the right metrics for your stage and goals (link in comments). #EngineeringProductivity #StartupGrowth

????????????????????? ???? ???? ????????: ???????? ???? ?????? ???? ?????????????????? ?????????? ???????? ?????????????????????? ??????????????!? We’re thrilled to announce that on????????????????? ?????????at SignalFire’s NYC office near the Flatiron, we’re hosting an event focused on a topic that’s top-of-mind for many of us:????? ???? ???????? ?????? ??????????????????. If you’re curious about how AI is shaping the engineering world and what the future holds, this event is for you! We’re bringing together??????????????????????? ?????????????? ?????????Cloudflare?,?Stack Builders?, ?????? ?????????? ???? ?????????????????????for an insightful, no-holds-barred discussion on the impact of AI in the workplace. It’s a rare chance to hear directly from those leading the charge in integrating AI into products, teams, and daily workflows. We’ll dive into questions like: How are engineers pushing AI beyond tools like Copilot? What challenges and ethical considerations come with deploying AI at scale? How can engineers leverage AI to build their skills, enhance productivity, and tackle complex problems? Whether you’re a seasoned AI engineer or just beginning to explore how AI can impact your work, this event is designed to inspire and equip you with practical insights. Plus, there’ll be plenty of time for networking with industry experts and fellow attendees. ???????????:?November 18, 2024 ???????????????????:?SignalFire VC, near the Flatiron, NYC ???????????:?6:30 PM This is a casual, conversational event—no need for prep, just bring your curiosity and questions. There are limited spots available as we are at 75% capacity, so be sure to RSVP soon, link in comments ->? Looking forward to seeing you there for what promises to be an unforgettable evening discussing the future of engineering with AI! #AI #EngineeringCareers #TechEvents #SignalFire #Networking #EngineeringLeadership #NYCTechEvents

Seven frameworks for vertical AI startups to capture a $6 trillion opportunity: SignalFire's latest deep dive explores how vertical AI is reshaping industries. Here's what we learned about this emerging field that's 10 times larger than the cloud software market: ?????????????????? ????????: Connect multiple stakeholders in an industry ecosystem. Verse?'s AI-enabled ordering platform for hospital supplies streamlines processes for clinicians, patients, suppliers, and insurers. ???????? ??????????????????????????: Build proprietary datasets that are hard to replicate. EvenUp? leverages settlement data from personal injury cases to provide unique insights for legal professionals. ????-????????????????-????-??-??????: Empower individuals to start AI-driven businesses. Grow Therapy? helps therapists manage administrative tasks, allowing them to focus on patient care. ???????????????? ?????? ????????, ?????? ?????? ????????????: Focus on automating specific tasks rather than entire roles. EvenUp? and Peer AI? automate complex legal and clinical documentation processes. ????????-?????????? ???? ??????????????: Become an end-to-end service provider for complex problems. Justpoint? revolutionizes mass tort litigation by managing the entire process from case identification to settlement negotiations. ?????? ?????? ???????????? ??????????????: Control the initial dataset in a workflow. Stampli? captures invoice data to streamline subsequent actions like approvals and payments in accounts payable. ???????? ???????? ?????? ?????????? ?????????? ???? ?????? ????????: Start by optimizing less critical processes. Longtail Technologies? began with low-volume flight pricing before expanding into more significant services for airlines. Read more on our blog, link in comments: