Reports · Job Market Intelligence

Every listing collected from the tracked boards, before screening.

Reports built Nov 4, 2026, 9:03 PM CST (6 hours ago). They include collections up to Nov 4, 2026, 9:03 PM CST and structured details (AI extraction) up to Nov 4, 2026, 8:48 PM CST. Reports change only when the analytics are rebuilt; collection runs only when started by hand.

Structured details coverage

485 of 5,345 listed postings (9.1%) have structured details. Skills, experience, and eligibility below count only those postings.

Current inventory

As of Nov 4, 2026 (today, so far). A job posted more than once counts once as an opportunity.

Availability	Postings	Opportunities	Seen that day	Carried forward
Observed	5,271	5,252	5,271	0
Possibly unavailable	74	74	18	56
Assumed inactive	294	294	0	294

"Carried forward" means the board was not scanned completely that day, so the last known state is kept.

Daily activity

Days in America/Chicago time. Initial imports are listings found when a board was first added, not new openings.

Day	Initial imports	Discovered	Updated	Possibly unavailable	Assumed inactive	Back again	Boards added
Nov 4, 2026 so far today	0	59	50	47	188	1	0
Nov 3, 2026	0	200	178	186	15	3	0
Nov 2, 2026	0	0	0	0	0	0	0
Nov 1, 2026	0	0	0	0	0	0	0
Oct 31, 2026	0	0	0	0	0	0	0
Oct 30, 2026	0	0	0	0	0	0	0
Oct 29, 2026	0	0	0	0	0	0	0
Oct 28, 2026	0	60	77	40	91	1	0
Oct 27, 2026	0	69	1	100	0	0	0
Oct 26, 2026	3,732	29	0	0	0	0	30
Oct 25, 2026	1,490	0	0	0	0	0	21

Skills in demand

Postings with structured details that mention each skill. "One of several" means the listing accepts any of a set (for example "Python or Java"). A posting can appear in more than one column, so columns do not add up.

Out of 485 postings with structured details. 695 skills, most required first.

Skill	Required	Required, one of several	Preferred
Python	90	34	60
C++	40	15	12
Excel	40	1	16
SQL	39	3	33
Linux	36	0	7
React	20	8	11
JavaScript	19	17	15
PyTorch	17	4	4
Bash	14	5	1
Git	12	0	18
PostgreSQL	12	0	3
Microsoft Azure	11	6	9
C	11	5	4
Kubernetes	11	2	19
Kotlin	11	0	1
Dagger 2	11	0	0
Jetpack Navigation	11	0	0
JUnit	11	0	0
Kotlin Coroutines	11	0	0
Kotlin Flow	11	0	0
AWS	10	8	21
Docker	10	1	13
Node.js	10	0	14
Word	10	0	6
Microsoft Office	9	0	2
Java	8	18	10
TypeScript	7	13	8
Terraform	7	7	22
Power BI	7	6	9
PowerPoint	7	0	6
Azure DevOps	6	3	1
C#	6	2	0
CSS	6	2	0
HTML	6	2	0
CI/CD	6	0	6
Outlook	5	0	5
Apache Airflow	5	0	3
Teams	5	0	2
Google Workspace	5	0	1
Windows	5	0	1
GraphQL	5	0	0
Rust	4	5	4
Google Cloud	4	4	24
Vue.js	4	4	7
PowerShell	4	2	0
dbt	4	1	1
TensorRT	4	0	4
Databricks	4	0	3
ONNX	4	0	3
.NET	4	0	1
Adobe Acrobat	4	0	0
Delta Lake	4	0	0
Angular	3	5	7
Apache Kafka	3	3	6
TensorFlow	3	3	2
PySpark	3	3	0
Jira	3	1	9
Apache Spark	3	1	2
Google Sheets	3	1	0
Slack	3	1	0
Salesforce	3	0	4
CRM	3	0	1
Microsoft 365	3	0	1
Microsoft Fabric	3	0	1
SharePoint	3	0	1
Azure Databricks	3	0	0
CAN	3	0	0
MS Office	3	0	0
Plotly	3	0	0
Relativity	3	0	0
Go	2	13	3
GitHub Actions	2	2	3
ROS	2	0	7
SQL Server	2	0	5
MySQL	2	0	4
NetSuite	2	0	4
AFSIM	2	0	3
NGTS	2	0	3
GitHub	2	0	2
WebGL	2	0	1
Azure Cognitive Services	2	0	0
Azure Machine Learning	2	0	0
Entra ID	2	0	0
FastAPI	2	0	0
Gmail	2	0	0
Google Drive	2	0	0
Hibernate	2	0	0
macOS	2	0	0
MapReduce	2	0	0
Microsoft Outlook	2	0	0
Microsoft PowerPoint	2	0	0
NestJS	2	0	0
PHP	2	0	0
Redis	2	0	0
Spring	2	0	0
Spring Boot	2	0	0
SSIS	2	0	0
Unity Catalog	2	0	0
Tableau	1	6	5
Backbone	1	4	5
Redux	1	4	5
R	1	4	4
Claude Code	1	3	3
Bicep	1	3	0
LangChain	1	2	5
OpenAI	1	2	3
Bedrock	1	2	2
CMake	1	1	5
Grafana	1	1	3
RabbitMQ	1	1	2
Puppet	1	1	1
PPO	1	1	0
SAC	1	1	0
Shell	1	1	0
NoSQL	1	0	6
Confluence	1	0	5
Microsoft Word	1	0	4
Pandas	1	0	4
Next.js	1	0	3
Redshift	1	0	3
Access	1	0	2
Microsoft Office Suite	1	0	2
SAP	1	0	2
Vertex	1	0	2
ARM	1	0	1
AWS Lambda	1	0	1
Azure SQL Database	1	0	1
BigQuery	1	0	1
DDS	1	0	1
DNP3	1	0	1
Flyte	1	0	1
Hadoop	1	0	1
Helm	1	0	1
IEC 61850	1	0	1
Jira Service Management	1	0	1
JMeter	1	0	1
Koalas	1	0	1
LinkedIn Recruiter	1	0	1
Modbus	1	0	1
Okta	1	0	1
OneStream	1	0	1
QT	1	0	1
REST APIs	1	0	1
SAML	1	0	1
Snowflake	1	0	1
SSRS	1	0	1
T-SQL	1	0	1
Ubuntu	1	0	1
WebSocket	1	0	1
Workday	1	0	1
Acrobat	1	0	0
ActiveBatch	1	0	0
Adobe Creative Cloud	1	0	0
Apache	1	0	0
Apex	1	0	0
ATS	1	0	0
Aurora PostgreSQL	1	0	0
AutoCAD Electrical	1	0	0
Automotive Ethernet	1	0	0
AUTOSAR Classic	1	0	0
AWS CLI	1	0	0
AWS Config	1	0	0
AWS Organizations	1	0	0
AWS QuickSight	1	0	0
AWS Step Functions	1	0	0
AWS Transit Gateway	1	0	0
AWS WAF	1	0	0
Azure AI Search	1	0	0
Azure App Service	1	0	0
Azure App Services	1	0	0
Azure CLI	1	0	0
Azure Integration Services	1	0	0
Azure OpenAI	1	0	0
Azure OpenAI Service	1	0	0
Azure Portal	1	0	0
Blazor	1	0	0
Blender	1	0	0
boto3	1	0	0
CADWorx	1	0	0
Camtasia	1	0	0
CAN-FD	1	0	0
Cassandra	1	0	0
Celery	1	0	0
CentOS	1	0	0
CloudTrail	1	0	0
CloudWatch	1	0	0
Commvault	1	0	0
Composer	1	0	0
Conductor	1	0	0
Coupa	1	0	0
CPQ	1	0	0
Dagster	1	0	0
Detective	1	0	0
Django	1	0	0
Drive	1	0	0
Drupal	1	0	0
Drush	1	0	0
Dynamics 365 CRM	1	0	0
E3D	1	0	0
EC2	1	0	0
ECS	1	0	0
Ethernet	1	0	0
ETL	1	0	0
Express	1	0	0
Fargate	1	0	0
Flow	1	0	0
Google Analytics	1	0	0
Google Apps Script	1	0	0
Google Calendar	1	0	0
Google Earth	1	0	0
Google Slides	1	0	0
GRE	1	0	0
GuardDuty	1	0	0
HTTP	1	0	0
I2C	1	0	0
IAM	1	0	0
Illustrator	1	0	0
InDesign	1	0	0
Inspector	1	0	0
iperf	1	0	0
iproute2	1	0	0
IPsec	1	0	0
Jama	1	0	0
Jamf	1	0	0
JPA	1	0	0
JQuery	1	0	0
JVM	1	0	0
Keynote	1	0	0
Key Vault	1	0	0
Kinesis	1	0	0
Lever	1	0	0
LEXIS	1	0	0
Lightning Web Components	1	0	0
LIN	1	0	0
Lucid	1	0	0
Mac	1	0	0
Mapbox	1	0	0
Marketo	1	0	0
MATLAB	1	0	0
Microsoft Entra	1	0	0
Microsoft Office/365	1	0	0
Microsoft Teams	1	0	0
MongoDB	1	0	0
MS Flow	1	0	0
NPM	1	0	0
Nsight Compute	1	0	0
NVIDIA Nsight Systems	1	0	0
OEL	1	0	0
Office 365	1	0	0
OIDC	1	0	0
OpenVPN	1	0	0
Optuna	1	0	0
Ora2Pg	1	0	0
Oracle 12c	1	0	0
PCIe	1	0	0
Photoshop	1	0	0
Poetry	1	0	0
PostgresSQL	1	0	0
PowerApps	1	0	0
Power BI service	1	0	0
Power Point	1	0	0
Prefect	1	0	0
Presto	1	0	0
Progress 4GL/OpenEdge	1	0	0
Pub/Sub	1	0	0
RDS PostgreSQL	1	0	0
Red Hat Enterprise Linux	1	0	0
REHL	1	0	0
Revit	1	0	0
RHEL	1	0	0
Route 53	1	0	0
RShiny	1	0	0
S3D	1	0	0
Sage Intacct	1	0	0
Salesforce APIs	1	0	0
salesforce.com	1	0	0
Sass	1	0	0
SCAP/OpenSCAP	1	0	0
Security Hub	1	0	0
Sheets	1	0	0
Simulink	1	0	0
SOQL	1	0	0
SOSL	1	0	0
Spark SQL	1	0	0
SSAS	1	0	0
SSO	1	0	0
Stateflow	1	0	0
Stripe	1	0	0
SuiteScript	1	0	0
Tailwind	1	0	0
tcpdump	1	0	0
TIBCO Spotfire	1	0	0
TimescaleDB	1	0	0
Transit Gateway	1	0	0
TypeORM	1	0	0
UDS	1	0	0
USWDS	1	0	0
Visio	1	0	0
Visualforce	1	0	0
VSTS	1	0	0
WAF	1	0	0
Web API	1	0	0
Webex	1	0	0
WebGPU	1	0	0
Westlaw	1	0	0
wireshark	1	0	0
Workflows	1	0	0
XCP	1	0	0
XML	1	0	0
Yarn	1	0	0
Zoom	1	0	0
Ansible	0	3	5
Claude	0	3	5
Gemini	0	2	4
Cursor	0	2	2
Jax	0	2	0
Conan	0	1	5
Pulumi	0	1	4
Bazel	0	1	2
GitHub Copilot	0	1	2
Jenkins	0	1	2
SolidWorks	0	1	2
Azure Data Factory	0	1	1
CATIA	0	1	1
ChatGPT	0	1	1
Copilot	0	1	1
GitLab CI	0	1	1
k6	0	1	1
Locust	0	1	1
OpenShift	0	1	1
Playwright	0	1	1
Selenium	0	1	1
Zapier	0	1	1
AWS SNS/SQS	0	1	0
CCN1	0	1	0
CENWAT	0	1	0
Cypress	0	1	0
Fivetran	0	1	0
Groovy	0	1	0
HPE GreenLake	0	1	0
HPE Private Cloud Business Edition	0	1	0
HPE VME	0	1	0
Microsoft Project	0	1	0
NVIDIA Nsight	0	1	0
Okta Workflows	0	1	0
PyTorch Profiler	0	1	0
Ruby	0	1	0
SAS	0	1	0
Smartsheet	0	1	0
VMware vSphere	0	1	0
Workato	0	1	0
iOS	0	0	11
Oracle	0	0	8
Ray	0	0	8
Web	0	0	8
ArduPilot	0	0	7
PX4	0	0	7
VBA	0	0	7
CUDA	0	0	4
OMS	0	0	4
Scala	0	0	4
UCI	0	0	4
Argo Workflows	0	0	3
Dayzer	0	0	3
Looker	0	0	3
OpenTelemetry	0	0	3
Parquet	0	0	3
PeopleSoft	0	0	3
Prometheus	0	0	3
AKS	0	0	2
Amperon	0	0	2
APISIX	0	0	2
Aurora	0	0	2
Azure Kubernetes Service	0	0	2
Bitbucket	0	0	2
CNN	0	0	2
Concur	0	0	2
Datadog	0	0	2
Elasticsearch	0	0	2
Endur	0	0	2
Foxglove	0	0	2
GAN	0	0	2
GBM	0	0	2
GIS	0	0	2
gRPC	0	0	2
Kong	0	0	2
Kubeflow	0	0	2
LlamaIndex	0	0	2
Loki	0	0	2
LSTM	0	0	2
MCAP	0	0	2
MQTT	0	0	2
NATS JetStream	0	0	2
Nest.js	0	0	2
OpenGL	0	0	2
OpenTofu	0	0	2
PLEXOS	0	0	2
Polarion	0	0	2
Pulsar	0	0	2
ROS2	0	0	2
SCADA	0	0	2
UHW10/HWSS Unvented DHW Storage Systems	0	0	2
VAE	0	0	2
Vulkan	0	0	2
WRAS Water Supply Regs	0	0	2
Yes Energy	0	0	2
Yocto	0	0	2
Zendesk	0	0	2
Accela	0	0	1
Active Net	0	0	1
Adobe Creative Suite	0	0	1
Advanced Steel	0	0	1
Aircall	0	0	1
AIS	0	0	1
Altium	0	0	1
Anthropic Claude Agent SDK	0	0	1
Anyscale	0	0	1
API Gateway	0	0	1
APM	0	0	1
Application Engine	0	0	1
Arc Flash	0	0	1
ArcGIS	0	0	1
Argo CD	0	0	1
ARGUS Enterprise	0	0	1
Arrow	0	0	1
Athena	0	0	1
Aurora XMP	0	0	1
AutoGen	0	0	1
AWS Bedrock AgentCore	0	0	1
AWS HyperPods	0	0	1
AWS SageMaker	0	0	1
AZ-102	0	0	1
AZ-204	0	0	1
AZ-305	0	0	1
AZ-900	0	0	1
Azure AI Foundry	0	0	1
Azure Database for PostgreSQL	0	0	1
Azure Function Apps	0	0	1
Azure Logic Apps	0	0	1
Azure ML	0	0	1
BI Publisher	0	0	1
BitBucket	0	0	1
Bloomberg	0	0	1
Bluebeam	0	0	1
Blue Yonder	0	0	1
BPEC L3	0	0	1
Buildkite	0	0	1
Buildroot	0	0	1
C++17	0	0	1
C++20	0	0	1
Cameo API	0	0	1
CANalyzer	0	0	1
CANoe	0	0	1
Canva	0	0	1
CARLA	0	0	1
CDK	0	0	1
Certified Solutions Engineer	0	0	1
CesiumJS	0	0	1
Chainguard	0	0	1
Chef	0	0	1
Chromium	0	0	1
Cisco	0	0	1
Claude Managed Agents	0	0	1
Cloud Formation	0	0	1
CloudFormation	0	0	1
Cobase	0	0	1
coreml	0	0	1
Costpoint	0	0	1
Creo	0	0	1
Crew AI	0	0	1
Daft	0	0	1
Dask	0	0	1
Databricks Genie	0	0	1
Databricks Lakebase	0	0	1
Data Cloud	0	0	1
DaVinci Configurator	0	0	1
DaVinci Developer	0	0	1
DAYZER	0	0	1
DCS	0	0	1
Debian	0	0	1
DeepEval	0	0	1
DeltaV	0	0	1
Deltek	0	0	1
DIS	0	0	1
DO-178C	0	0	1
DO-254	0	0	1
DOORS	0	0	1
dSPACE	0	0	1
DynamoDB	0	0	1
Dynatrace	0	0	1
Eagle	0	0	1
ECS Fargate	0	0	1
Eggplant	0	0	1
EKS	0	0	1
Electron	0	0	1
Embedded Coder	0	0	1
EMC Unity	0	0	1
ERP	0	0	1
ESRI	0	0	1
ETAP	0	0	1
ETAS	0	0	1
Euna	0	0	1
Euna Budget Pro	0	0	1
Experience Cloud	0	0	1
ffmpeg	0	0	1
FFmpeg	0	0	1
F-gas	0	0	1
FIDIC	0	0	1
FloQast	0	0	1
Flutter	0	0	1
Forever	0	0	1
FPGAs	0	0	1
FreshService	0	0	1
Gas safe certification	0	0	1
Gazebo	0	0	1
GitLab	0	0	1
GKE	0	0	1
Glue	0	0	1
Grunt	0	0	1
GStreamer	0	0	1
GTest	0	0	1
HAProxy	0	0	1
HashiCorp Vault	0	0	1
HiBob	0	0	1
Hitachi	0	0	1
HLA	0	0	1
HLS	0	0	1
HMSF	0	0	1
IFS	0	0	1
Ignition	0	0	1
Infineon AURIX	0	0	1
Integration Broker	0	0	1
Intercom	0	0	1
IPSA	0	0	1
Iron Bank	0	0	1
Isaac	0	0	1
Isaac Sim	0	0	1
ITIL	0	0	1
JAMA	0	0	1
JIRA	0	0	1
JSON Schema	0	0	1
Jupyter Notebooks	0	0	1
Kibana	0	0	1
KiCAD	0	0	1
Kinaxis	0	0	1
Kneat	0	0	1
KVM	0	0	1
Kyriba	0	0	1
LAN	0	0	1
LanceDB	0	0	1
LangGraph	0	0	1
LangGraph Cloud	0	0	1
LangSmith	0	0	1
Leaflet	0	0	1
Linux Admin	0	0	1
Linux/Unix	0	0	1
Loopio	0	0	1
Maplibre GL	0	0	1
Marketing Cloud	0	0	1
Marvel	0	0	1
Matomo	0	0	1
MAVLink	0	0	1
MCP	0	0	1
Microsoft Copilot	0	0	1
Microsoft Entra ID	0	0	1
Microsoft Intune	0	0	1
Microsoft Windows Servers	0	0	1
MIL-STD-1553	0	0	1
MISRA C	0	0	1
MISRA C++	0	0	1
MLflow	0	0	1
MOSA	0	0	1
MRI	0	0	1
MS Project	0	0	1
Multi-Instance GPU (MIG	0	0	1
Nagios	0	0	1
NATS	0	0	1
NEC	0	0	1
Neo4j	0	0	1
Neon	0	0	1
NetBox	0	0	1
Netsuite	0	0	1
Netsuite ERP	0	0	1
NetSuite Payroll	0	0	1
NGINX	0	0	1
Nix	0	0	1
NixOS	0	0	1
NumPy	0	0	1
Nvidia CUDA	0	0	1
Nvidia Drive	0	0	1
NVIDIA DRIVE Thor	0	0	1
NVIDIA Jetson Thor	0	0	1
NVIDIA Multi-Process Service (MPS	0	0	1
NX	0	0	1
o9	0	0	1
OMPL	0	0	1
On Demand Land	0	0	1
OneSource	0	0	1
onnx	0	0	1
OPAL-RT	0	0	1
OPC UA	0	0	1
OpenAPI	0	0	1
OpenCL	0	0	1
OpenCV	0	0	1
OpenLayers	0	0	1
Palantir Foundry	0	0	1
PeopleCode	0	0	1
PeopleSoft Application Designer	0	0	1
PeopleSoft HCM	0	0	1
pgAdmin	0	0	1
Pipedrive	0	0	1
Pivot Grids	0	0	1
PLC	0	0	1
PMP	0	0	1
PostGIS	0	0	1
Power Automate	0	0	1
PowerFactory	0	0	1
Primavera	0	0	1
PRINCE2	0	0	1
Procore	0	0	1
PROMOD	0	0	1
Protocol Buffers	0	0	1
PSCAD	0	0	1
P-SQL	0	0	1
PSS/E	0	0	1
PURE Storage	0	0	1
PyArrow	0	0	1
QML	0	0	1
Qt	0	0	1
QuickBooks	0	0	1
Quicksight	0	0	1
Quorum	0	0	1
Quorum Land System	0	0	1
radar	0	0	1
Ragas	0	0	1
Rerun	0	0	1
Responsive	0	0	1
RKE2/Rancher	0	0	1
Rockwell	0	0	1
ROS 2	0	0	1
RS-422	0	0	1
RS-485	0	0	1
RTOS	0	0	1
Ruckus	0	0	1
Run:ai	0	0	1
S3	0	0	1
Salesforce CPQ	0	0	1
Sentry	0	0	1
Serverless	0	0	1
shadcn/radix	0	0	1
Shibboleth	0	0	1
Siemens	0	0	1
Siemens NX	0	0	1
SimBlocks	0	0	1
SketchUp	0	0	1
Slurm	0	0	1
Snowflake Cortex	0	0	1
sonar	0	0	1
SpaceWire	0	0	1
SQR	0	0	1
SSMS	0	0	1
SST	0	0	1
STANAG 4586	0	0	1
Stash	0	0	1
SysML	0	0	1
SystemVerilog	0	0	1
TAK/CoT	0	0	1
TanStack	0	0	1
TargetLink	0	0	1
TC3xx	0	0	1
Temporal	0	0	1
tensorRT	0	0	1
three.js	0	0	1
Three.js	0	0	1
Time-Triggered Ethernet	0	0	1
Toro Lynx	0	0	1
TransferMate	0	0	1
Transportation Management Systems	0	0	1
Typhoon HIL	0	0	1
UL 508A	0	0	1
Unreal Engine	0	0	1
Vector	0	0	1
Velocity Template Language	0	0	1
Vertex AI Agent Builder	0	0	1
Vertexone	0	0	1
VMware	0	0	1
VMWare Horizon	0	0	1
WAN	0	0	1
WebDataset	0	0	1
WebRTC	0	0	1
Wi-Fi	0	0	1
Workflow	0	0	1
Workiva	0	0	1
WOSA	0	0	1
Zabbix	0	0	1

Experience

Listed postings by what the listing asks for. Shares are of postings with structured details.

Open to early career
Value	Postings	Share
No structured details yet	4,860	n/a
Not early career	375	77.3%
Unclear	59	12.2%
Early career	40	8.2%
Internship	11	2.3%

Smallest required overall experience
Value	Postings	Share
Under 1 year	10	2.1%
1 year	13	2.7%
2 years	29	6.0%
3 to 4 years	55	11.3%
5 to 7 years	132	27.2%
8 or more years	34	7.0%
Not stated	212	43.7%
No structured details yet	4,860	n/a

Seniority
Value	Postings	Share
No structured details yet	4,860	n/a
Senior	154	31.8%
Not stated	146	30.1%
Manager	34	7.0%
Staff	30	6.2%
Entry	29	6.0%
Lead	27	5.6%
Director	24	4.9%
Mid	16	3.3%
Intern	11	2.3%
Unclear	7	1.4%
Principal	4	0.8%
Executive	3	0.6%

Graduation requirement
Value	Postings	Share
No structured details yet	4,860	n/a
Not stated	475	97.9%
Stated	10	2.1%

Sponsorship, authorization, citizenship, and clearance

Only what listings state; nothing is inferred. Three ways to read each share: of all listed postings, of those with structured details, and of those that state a policy at all.

Visa sponsorship
Statement	Postings	Of listed	Of with details	Of stating a policy
No structured details yet	4,860	90.9%	n/a	n/a
Not stated	411	7.7%	84.7%	n/a
No sponsorship	74	1.4%	15.3%	100.0%

Work authorization
Statement	Postings	Of listed	Of with details	Of stating a policy
No structured details yet	4,860	90.9%	n/a	n/a
Not stated	404	7.6%	83.3%	n/a
Required	81	1.5%	16.7%	100.0%

Citizenship
Statement	Postings	Of listed	Of with details	Of stating a policy
No structured details yet	4,860	90.9%	n/a	n/a
Not stated	458	8.6%	94.4%	n/a
U.S. citizenship required	19	0.4%	3.9%	70.4%
U.S. person status required	5	0.1%	1.0%	18.5%
Other requirement stated	3	0.1%	0.6%	11.1%

Security clearance
Statement	Postings	Of listed	Of with details	Of stating a policy
No structured details yet	4,860	90.9%	n/a	n/a
Not stated	421	7.9%	86.8%	n/a
Must be eligible	39	0.7%	8.0%	62.9%
Preferred	12	0.2%	2.5%	19.4%
Required	11	0.2%	2.3%	17.7%
Unclear	2	0.0%	0.4%	n/a

Pipeline health

Board scans and AI extraction requests per day, for all boards.

Day	Scans	Complete	Partial	Failed	AI requests	AI failures	Kept jobs with details
Nov 4, 2026 so far today	103	101	0	2	124	34	99.4%
Nov 3, 2026	51	51	0	0	20	0	100.0%
Nov 2, 2026	0	0	0	0	0	0	100.0%
Nov 1, 2026	0	0	0	0	0	0	100.0%
Oct 31, 2026	0	0	0	0	0	0	100.0%
Oct 30, 2026	0	0	0	0	0	0	100.0%
Oct 29, 2026	0	0	0	0	0	0	100.0%
Oct 28, 2026	102	100	2	0	452	0	100.0%
Oct 27, 2026	102	102	0	0	0	0	0.0%
Oct 26, 2026	72	72	0	0	0	0	n/a
Oct 25, 2026	42	42	0	0	0	0	n/a

Board freshness

51 enabled boards, oldest complete collection first, as of the build. A board with no complete collection in 36 hours is marked; its availability may be out of date.

Employer	Source	Last complete collection	Latest scan
Daniels Health	Lever	Nov 4, 2026, 2:05 PM CST	failed
Bellwether	Lever	Nov 4, 2026, 9:00 PM CST	complete
Berkshire Hathaway Homestate Companies	Lever	Nov 4, 2026, 9:00 PM CST	complete
Boingo Wireless	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Bot Auto	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Braviant Holdings	Lever	Nov 4, 2026, 9:00 PM CST	complete
Brighton Jones	Lever	Nov 4, 2026, 9:00 PM CST	complete
Brindley Engineering	Lever	Nov 4, 2026, 9:00 PM CST	complete
C3 AI	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
CAI	Lever	Nov 4, 2026, 9:00 PM CST	complete
Chariot Energy	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
City of Fort Worth	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Cognite	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Contact Government Services	Lever	Nov 4, 2026, 9:00 PM CST	complete
EQT Corporation	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Farther	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Gridmatic	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Hanwha Energy USA	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Indicium AI	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Island	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Lantern (healthcare)	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Lantern (technology consulting)	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Onbe	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
ON.energy	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Plus Power	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
PMG	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Speechify	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Torc Robotics	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Uber Freight	Greenhouse	Nov 4, 2026, 9:00 PM CST	complete
Contentsquare	Lever	Nov 4, 2026, 9:01 PM CST	complete
CyberOne Security	Lever	Nov 4, 2026, 9:01 PM CST	complete
D.A. Davidson	Lever	Nov 4, 2026, 9:01 PM CST	complete
DN LLC	Lever	Nov 4, 2026, 9:01 PM CST	complete
Fleetzero	Lever	Nov 4, 2026, 9:01 PM CST	complete
GoodLeap	Lever	Nov 4, 2026, 9:01 PM CST	complete
Kpler	Lever	Nov 4, 2026, 9:01 PM CST	complete
Match Group	Lever	Nov 4, 2026, 9:02 PM CST	complete
Octopus Energy	Lever	Nov 4, 2026, 9:02 PM CST	complete
PDI Technologies	Lever	Nov 4, 2026, 9:02 PM CST	complete
Purple Land Management	Lever	Nov 4, 2026, 9:02 PM CST	complete
Service Wire	Lever	Nov 4, 2026, 9:02 PM CST	complete
Shield AI	Lever	Nov 4, 2026, 9:02 PM CST	complete
solidcore	Lever	Nov 4, 2026, 9:02 PM CST	complete
Texas Original	Lever	Nov 4, 2026, 9:03 PM CST	complete
Topaz Labs	Lever	Nov 4, 2026, 9:03 PM CST	complete
Total Expert	Lever	Nov 4, 2026, 9:03 PM CST	complete
United Flow Technologies	Lever	Nov 4, 2026, 9:03 PM CST	complete
Venus Aerospace	Lever	Nov 4, 2026, 9:03 PM CST	complete
Waabi	Lever	Nov 4, 2026, 9:03 PM CST	complete
Wade Trim	Lever	Nov 4, 2026, 9:03 PM CST	complete
Wellfit Technologies	Lever	Nov 4, 2026, 9:03 PM CST	complete