TVM Trending Jobs 100 IndexLIVE TELEMETRY
Real-time rate-of-change telemetry across corporate hiring vacancy velocity, career search intent Z-scores, and technical skill acceleration.
🟢 Live 15s Sync
Job VMS & Dual-Vector Scoring Methodology
Mathematical FrameworkMathematical Derivation & Dynamic Factor Weighting
Master Job VMS Formula (0 - 1,000 pts Scale):
Job VMS = 300 V_Hiring + 200 G_Search + 150 D_Ecosystem + 100 A_Volume + 100 S_Skill + 100 P_Persistence + 50 N_Novelty
Demand Score (0 - 100 Scale):
Demand Score = 0.70 V_Hiring + 0.30 S_Skill
Measures real vacancy velocity + technical skill mention acceleration.
Attention Score (0 - 100 Scale):
Attention Score = 0.50 G_Search + 0.30 A_Volume + 0.20 D_Ecosystem
Measures Google career search intent + discussion volume + multi-platform dispersion.
8 Dynamic Lifecycle Stages:
Emerging → Attention Rising → Demand Accelerating → True Breakout → Mainstream → Established → Cooling → ⚠️ Hype Gap.
Anti-Gaming Shield (C_shield):
If C_shield < 50.0, visual warning badge (⚠️ Risk) is attached and rank capped at #50.
Sort:
| Rank & Shift | Occupation & Sector | Demand vs. Attention | Lifecycle State | Job VMS Score | Velocities (24H) | Driver |
|---|---|---|---|---|---|---|
#1 +4 | AI Agent Engineer⭐ WATCH AI & Tech•$180k - $280k | Demand96 /Attention98 | True Breakout | 948 pts | Hiring: +184% Search: +240% | |
#2 +2 | Datacenter Power Infrastructure Engineer Trades & Engineering•$150k - $230k | Demand95 /Attention89 | Demand Accelerating | 924 pts | Hiring: +142% Search: +195% | |
#3 -1 | LLM Fine-Tuning & Quantization Specialist⭐ WATCH AI & Tech•$190k - $310k | Demand92 /Attention94 | True Breakout | 910 pts | Hiring: +128% Search: +175% | |
#4 +5 | Quantum Cryptography & Post-Quantum Security Lead⭐ WATCH Cyber & Security•$175k - $265k | Demand88 /Attention92 | Emerging | 892 pts | Hiring: +165% Search: +210% | |
#5 -2 | Bio-AI Drug Design Computational Biologist⭐ WATCH Biotech & Genomics•$165k - $250k | Demand90 /Attention86 | Demand Accelerating | 878 pts | Hiring: +110% Search: +145% | |
#6 +3 | Nuclear SMR (Small Modular Reactor) Licensing Engineer Green Energy•$160k - $240k | Demand89 /Attention84 | Emerging | 865 pts | Hiring: +135% Search: +180% | |
#7 +1 | AI Safety & Alignment Governance Lead⭐ WATCH AI & Tech•$170k - $275k | Demand83 /Attention95 | Attention Rising | 852 pts | Hiring: +95% Search: +220% | |
#8 -3 | High-Frequency Quant Execution Systems Developer Finance & Quant•$250k - $550k + Bonus | Demand88 /Attention79 | Established | 840 pts | Hiring: +78% Search: +95% | |
#9 +6 | Robotics Sim2Real Foundation Model Engineer⭐ WATCH AI & Tech•$180k - $290k | Demand87 /Attention88 | Demand Accelerating | 828 pts | Hiring: +140% Search: +185% | |
#10 -1 | Autonomous Grid Virtual Power Plant (VPP) Architect Green Energy•$145k - $210k | Demand85 /Attention81 | Emerging | 815 pts | Hiring: +115% Search: +130% | |
#11 +1 | Synthetic Data & Distillation Engineer⭐ WATCH AI & Tech•$170k - $260k | Demand91 /Attention86 | Emerging | 807 pts | Hiring: +75% Search: +84% | |
#12 +3 | AI Hardware Compiler Engineer (Triton / CUDA) AI & Tech•$195k - $320k | Demand88 /Attention86 | Attention Rising | 787 pts | Hiring: +91% Search: +75% | |
#13 +3 | Offshore Wind Turbine Maintenance Specialist Renewable Tech•$110k - $170k | Demand85 /Attention85 | Demand Accelerating | 786 pts | Hiring: +99% Search: +167% | |
#14— | Gene Therapy Delivery Vector Researcher Biotech & Genomics•$150k - $230k | Demand88 /Attention84 | True Breakout | 777 pts | Hiring: +65% Search: +85% | |
#15 -1 | Zero-Trust Identity Infrastructure Engineer Cyber & Security•$160k - $240k | Demand82 /Attention81 | Mainstream | 770 pts | Hiring: +60% Search: +129% | |
#16 -3 | Autonomous Mining Equipment Technician Trades & Engineering•$105k - $160k | Demand82 /Attention78 | Established | 770 pts | Hiring: +108% Search: +60% | |
#18 -1 | Defi Risk Engine & Smart Contract Auditor Finance & Quant•$175k - $290k | Demand81 /Attention79 | ⚠️ Hype Gap | 753 pts | Hiring: +69% Search: +90% | |
#17 -4 | Clinical AI Model Validation Director Healthcare•$180k - $270k | Demand84 /Attention83 | Cooling | 751 pts | Hiring: +100% Search: +128% | |
#20 +3 | Spatial Computing Unity/Unreal Engine Developer AI & Tech•$145k - $220k | Demand82 /Attention76 | Attention Rising | 740 pts | Hiring: +94% Search: +134% | |
#19 +3 | Carbon Capture Direct-Air Separation Lead Green Energy•$140k - $210k | Demand80 /Attention81 | Emerging | 738 pts | Hiring: +114% Search: +87% | |
#21 -4 | Electrolyzer Hydrogen Production Plant Engineer Green Energy•$135k - $195k | Demand81 /Attention80 | Demand Accelerating | 734 pts | Hiring: +75% Search: +65% | |
#22 -2 | Neurosurgical Brain-Computer Interface Technician Healthcare•$165k - $255k | Demand81 /Attention77 | True Breakout | 726 pts | Hiring: +118% Search: +64% | |
#23— | Robotic Process Automation (RPA) AI Lead AI & Tech•$140k - $210k | Demand81 /Attention76 | Mainstream | 711 pts | Hiring: +54% Search: +81% | |
#24 -2 | Critical Infrastructure OT Cybersecurity Analyst Cyber & Security•$135k - $200k | Demand78 /Attention75 | Established | 706 pts | Hiring: +67% Search: +122% | |
#25 -4 | Geothermal Deep-Drilling Subsurface Engineer Trades & Engineering•$145k - $225k | Demand79 /Attention77 | Cooling | 699 pts | Hiring: +118% Search: +59% | |
#26 +2 | Precision Oncology Genomic Sequencing Analyst Biotech & Genomics•$140k - $210k | Demand78 /Attention73 | ⚠️ Hype Gap | 689 pts | Hiring: +105% Search: +80% | |
#27 +2 | High-Voltage Battery Recycling Engineer Renewable Tech•$120k - $180k | Demand77 /Attention71 | Emerging | 688 pts | Hiring: +56% Search: +148% | |
#28 +1 | Prompt Engineering & Context Optimization Lead AI & Tech•$130k - $190k | Demand75 /Attention73 | Attention Rising | 680 pts | Hiring: +63% Search: +57% | |
#29 +3 | Algorithmic Execution & Market Microstructure Analyst Finance & Quant•$210k - $420k | Demand76 /Attention74 | Demand Accelerating | 668 pts | Hiring: +89% Search: +116% | |
#30 +2 | Telehealth Remote Surgical Systems Engineer Healthcare•$155k - $235k | Demand75 /Attention71 | True Breakout | 667 pts | Hiring: +103% Search: +64% | |
#32 -1 | AI-Powered SOC Incident Responder Cyber & Security•$125k - $185k | Demand73 /Attention69 | Established | 655 pts | Hiring: +110% Search: +64% | |
#31 +2 | Autonomous Fleet Teleoperations Supervisor Trades & Engineering•$95k - $145k | Demand73 /Attention71 | Mainstream | 650 pts | Hiring: +92% Search: +109% | |
#33 -3 | Microgrid Battery Storage Integration Specialist Green Energy•$125k - $185k | Demand73 /Attention71 | Cooling | 635 pts | Hiring: +67% Search: +117% | |
#34 -3 | Crispr Gene Editing Clinical Coordinator Biotech & Genomics•$130k - $195k | Demand69 /Attention70 | ⚠️ Hype Gap | 634 pts | Hiring: +59% Search: +140% | |
#35 -3 | Embedded RISC-V Firmware Engineer AI & Tech•$145k - $225k | Demand69 /Attention68 | Emerging | 626 pts | Hiring: +40% Search: +75% | |
#37 -2 | Solar PV Farm SCADA Systems Specialist Renewable Tech•$115k - $165k | Demand68 /Attention70 | Demand Accelerating | 617 pts | Hiring: +88% Search: +132% | |
#36 -1 | Quantitative Crypto Derivatives Trader Finance & Quant•$220k - $450k | Demand67 /Attention66 | Attention Rising | 614 pts | Hiring: +69% Search: +55% | |
#38 +3 | AI Ethics & Algorithmic Bias Compliance Auditor AI & Tech•$135k - $205k | Demand67 /Attention67 | True Breakout | 612 pts | Hiring: +90% Search: +98% | |
#39 +3 | Radiology AI CAD Diagnostic Specialist Healthcare•$160k - $240k | Demand68 /Attention66 | Mainstream | 600 pts | Hiring: +105% Search: +148% | |
#40 +2 | Semiconductor Fabrication Lithography Technician Trades & Engineering•$115k - $175k | Demand65 /Attention64 | Established | 586 pts | Hiring: +80% Search: +68% | |
#42 +1 | Cloud Cloud-Native Infrastructure Security Lead Cyber & Security•$150k - $230k | Demand63 /Attention64 | ⚠️ Hype Gap | 579 pts | Hiring: +76% Search: +59% | |
#41 -4 | Autonomous Drone Swarm Logistics Coordinator Trades & Engineering•$105k - $155k | Demand65 /Attention63 | Cooling | 577 pts | Hiring: +65% Search: +94% | |
#44— | RNA Therapeutics Formulation Scientist Biotech & Genomics•$145k - $220k | Demand61 /Attention63 | Attention Rising | 568 pts | Hiring: +112% Search: +96% | |
#43— | Methane Emissions Satellite Telemetry Analyst Green Energy•$120k - $175k | Demand66 /Attention61 | Emerging | 562 pts | Hiring: +40% Search: +118% | |
#45— | Tensor Processor Unit (TPU) Cluster Admin AI & Tech•$160k - $250k | Demand64 /Attention62 | Demand Accelerating | 552 pts | Hiring: +64% Search: +63% | |
#46 +3 | Private Equity AI Portfolio Automation Lead Finance & Quant•$180k - $310k | Demand60 /Attention59 | True Breakout | 544 pts | Hiring: +77% Search: +78% | |
#47 -2 | Cardiac Implant IoT Security Specialist Healthcare•$140k - $210k | Demand61 /Attention62 | Mainstream | 540 pts | Hiring: +74% Search: +56% | |
#49 -1 | NLP Multilingual Speech Model Developer AI & Tech•$165k - $260k | Demand62 /Attention59 | Cooling | 530 pts | Hiring: +93% Search: +70% | |
#48 +1 | Wave Energy Conversion Systems Engineer Renewable Tech•$125k - $185k | Demand57 /Attention61 | Established | 528 pts | Hiring: +101% Search: +80% | |
#50 -2 | Subsea Fiber Optic Cable Cable Technician Trades & Engineering•$110k - $165k | Demand60 /Attention60 | ⚠️ Hype Gap | 524 pts | Hiring: +107% Search: +81% |
#51 +2 | Deepfake Forensics & Synthetic Media Analyst Cyber & Security•$130k - $195k | Demand60 /Attention56 | Emerging | 519 pts | Hiring: +104% Search: +93% | |
#52 -4 | Smart Grid Load Forecasting Data Scientist Green Energy•$135k - $200k | Demand55 /Attention54 | Attention Rising | 501 pts | Hiring: +37% Search: +31% | |
#54 -4 | Computer Vision Industrial QA Inspection Dev AI & Tech•$140k - $210k | Demand55 /Attention59 | True Breakout | 491 pts | Hiring: +53% Search: +57% | |
#53 -4 | Synthetic Biology Industrial Fermentation Chemist Biotech & Genomics•$125k - $185k | Demand56 /Attention56 | Demand Accelerating | 489 pts | Hiring: +58% Search: +68% | |
#55 +1 | Fixed Income Automated Trading Lead Finance & Quant•$200k - $380k | Demand52 /Attention52 | Mainstream | 482 pts | Hiring: +83% Search: +87% | |
#56— | Robotic Exoskeleton Physical Therapist Healthcare•$90k - $140k | Demand55 /Attention52 | Established | 476 pts | Hiring: +69% Search: +61% | |
#57 +2 | Perovksite Solar Cell Materials Researcher Renewable Tech•$130k - $195k | Demand52 /Attention49 | Cooling | 468 pts | Hiring: +87% Search: +75% | |
#58 +3 | Vector Database Architect (Milvus / Pinecone) AI & Tech•$160k - $250k | Demand50 /Attention55 | ⚠️ Hype Gap | 459 pts | Hiring: +96% Search: +50% | |
#59— | HVDC Underground Transmission Cable Splicer Trades & Engineering•$105k - $160k | Demand50 /Attention51 | Emerging | 455 pts | Hiring: +63% Search: +65% | |
#60 +1 | Penetration Tester AI Red Teamer Cyber & Security•$145k - $220k | Demand51 /Attention50 | Attention Rising | 443 pts | Hiring: +94% Search: +95% |
Unlock Institutional Ranks #51–100
Access sub-second vacancy rate velocity, career intent Z-scores, and cross-board telemetry across all 100 global occupations.