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Entropy Jobs in California (NOW HIRING)

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Entropy information

What is an entropy job?

Entropy jobs typically refer to roles that focus on the measurement, analysis, and application of entropy in various fields such as physics, information theory, thermodynamics, and data science. Professionals in these roles might analyze the disorder or randomness within systems, optimize information transfer, or apply entropy-related concepts in encryption and machine learning. These positions are often found in research institutions, tech companies, and academic environments. Depending on the industry, the exact nature of the work can vary from theoretical research to practical implementation in technology and engineering.

What are the key skills and qualifications needed to thrive as an entropy specialist?

To thrive as an Entropy Specialist, you need a strong background in thermodynamics, statistical mechanics, and applied mathematics, typically supported by an advanced degree in physics, engineering, or a related field. Familiarity with simulation software, data analysis tools, and laboratory instrumentation is common in this role. Analytical thinking, problem-solving, and effective communication are essential soft skills to convey complex scientific findings. These skills ensure accurate analysis and application of entropy principles in research, engineering, and system optimization.

What are common challenges faced by professionals working as data entropy analysts in data science teams?

Data Entropy Analysts often deal with the challenge of interpreting large and complex datasets to identify meaningful patterns and reduce uncertainty. They must frequently collaborate with data engineers and scientists to ensure data quality and relevance, especially when dealing with noisy or incomplete information. Balancing accuracy with computational efficiency is a key part of the role, as is communicating findings clearly to both technical and non-technical stakeholders. Staying current with evolving statistical methods and tools for entropy measurement is also essential for continued success in this position.

What is the difference between Entropy vs Data Analyst?

AspectEntropyData Analyst
Required CredentialsKnowledge of information theory, statistics, programmingDegree in statistics, mathematics, or related field; proficiency in data tools
Work EnvironmentResearch, data science teams, tech companiesBusiness, finance, healthcare, consulting firms
Industry UsageUsed in data compression, cryptography, machine learningAnalyzing data trends, generating reports, supporting decision-making

Entropy focuses on measuring information content and disorder within data systems, often used in data science and information theory. Data Analysts interpret data to uncover insights and support business strategies. While both work with data, Entropy is more theoretical and technical, whereas Data Analysts focus on practical data interpretation and reporting.

What cities in California are hiring for Entropy jobs?

Cities in California with the most Entropy job openings:

Infographic showing various Entropy job openings in California as of August 2026, with employment types broken down into 78% Full Time, 11% Temporary, and 11% Contract. Highlights an 89% In-person, and 11% Remote job distribution.

E11 Bio - Scientist/Senior Scientist, Molecular Engineering & Sample Optimization

Convergent Research

Alameda, CA • On-site

$100K - $191K/yr

Full-time

Retirement

Posted 9 days ago


Job description

E11 Bio is on a mission to advance connectomics towards whole brain scale for humans and other mammals. We are a collaborative and interdisciplinary team of scientists and engineers engaged in a neuroscience moonshot project to develop a radical technology platform for scalable mammalian brain mapping. E11 Bio is a non-profit Convergent Research focused research organization located in Alameda, California, pursuing blue-skies neuroscience research yet operating like a nimble, tight-knit start-up. Read our technology roadmap.
E11 Bio is seeking a mission-aligned experimental scientist, equally at home at the bench, the microscope, and in quantitative data analysis, who brings an engineering approach to the full pipeline, from sample preparation through molecular readout tools. This role owns both optimizing the physical preparation of the tissue and engineering the reagent panels across two target types: comprehensive synapse identification and barcode epitopes. Reporting to the Barcoding Lead, you will define what high-quality tissue means quantitatively and will drive the improvement of high quality morphology and protein readout by working closely with molecular biology, imaging, and computational teams to support whole-brain connectomics.
Responsibilities
  • Develop and deploy an assay to systematically evaluate and improve the fixation quality and preservation of brain tissue
  • Establish and integrate quantitative metrics of molecular readout e.g. protein retention, antigenicity, and labeling quality across tissue preparation conditions
  • Work closely with in vivo research technicians to design experiments, evaluate results, and optimize SOPs
  • Drive the development of data-analysis pipelines to routinely generate key performance indicators of sample tissue quality
  • Generate an in-house pipeline for binder design/discovery, validation, and optimization of epitope-binder pairs in hydrogels to improve the readout of epitope barcode bits and relevant native synaptic proteins
  • Develop novel highly multiplexed protein readout strategies for protein barcodes and molecular annotation of synapses and cell types

Outcomes
In the first 6 Months
  • Defined key indicators for perfusion quality and deploy an assay to routinely capture these.
  • Incorporated protein retention, antigenicity, and specificity as per-stage metrics across the sample generation pipeline.
  • Deployed early perfusion or fixed tissue readout metrics that predict the final expanded tissue quality, including both overall preservation and specific markers of cellular health
  • Recorded a measurable > 20%improvement in expanded ultrastructural image contrast compared to current baseline perfusion & gelation protocol
  • First new epitope-binder designs in production
  • Developed assay for binder compatibility in expanded tissue, and validated this assay against existing pairs
  • Identified and validated a cocktail of binders for identifying most synapses via e.g. synaptic vesicle binding

In 12 Months:
  • Evaluated the first set of designed epitope-binder pairs and synaptic protein-binder pairs and qualified in expanded tissue, 5+ binders exceeding commercial SOTA performance.
  • With collaborators, improved the multiplexed readout strategy to allow for routine incorporation into the imaging pipeline and a demonstrated increase in key barcode metrics (e.g. imaging speed or entropy increases)
  • Identified and validated multiple cocktails of binders for stratifying excitatory and inhibitory synapses

$100,000 - $191,000 a year
Scientist base salary range: $100K - 165K
Senior Scientist base salary range: $127K - 191K
This position is eligible for a team performance based bonus up to 20% of base salary and a 401k match up to 6% of base salary.
Total potential compensation range: $126K - 240K
E11 Bio, LLC is an Equal Employment Opportunity employer that proudly pursues and hires a diverse workforce. We do not make hiring or employment decisions on the basis of race, color, religion or religious belief, ethnic or national origin, nationality, sex, gender, gender-identity, sexual orientation, disability, age, military or veteran status, or any other basis protected by applicable local, state, or federal laws or prohibited by Company policy. We strive for a healthy and safe workplace and strictly prohibit harassment of any kind.
We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses and identifying potential inconsistencies or verification signals in application materials based on available information. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.