Overview#

The Dry Lab Career Roadmap Generator is a professional platform designed to guide individuals through evidence-based career pathways in bioinformatics and computational biology. This tool leverages assessment data including education background, programming proficiency, biology knowledge, tool expertise, and career aspirations to create customized development plans.

Built for researchers, students, and professionals transitioning into computational life sciences, the platform provides actionable guidance on skill development, industry insights, and job market information. It bridges the gap between academic preparation and industry requirements, helping users identify gaps and prioritize learning objectives aligned with their specific career objectives.

The generator integrates real-world job market data and company hiring practices to ensure recommendations reflect current industry demand and hiring trends for dry lab positions.

Usage#

Sample Request#

json

{
  "assessmentData": {
    "education": "Master's in Bioinformatics",
    "programming": ["Python", "R", "Bash"],
    "biology": ["Molecular Biology", "Genomics", "Systems Biology"],
    "tools": ["BLAST", "SAMtools", "Bedtools", "GATK"],
    "goals": ["Genome Assembly", "Variant Calling", "Biostatistics"],
    "experience": "2 years in research",
    "sessionId": "sess_a1b2c3d4e5f6",
    "timestamp": "2025-01-15T14:30:00Z"
  },
  "sessionId": "sess_a1b2c3d4e5f6",
  "userId": 12345,
  "timestamp": "2025-01-15T14:30:00Z"
}

Sample Response#

json

{
  "roadmap": {
    "currentLevel": "Intermediate",
    "recommendedPath": "Senior Bioinformatician",
    "skillGaps": [
      "Machine Learning for Genomics",
      "Cloud Computing (AWS/GCP)",
      "Advanced Statistics",
      "Pipeline Development"
    ],
    "recommendedCourses": [
      {
        "title": "Deep Learning in Genomics",
        "provider": "Coursera",
        "duration": "8 weeks",
        "priority": "High"
      },
      {
        "title": "AWS for Bioinformatics",
        "provider": "Udemy",
        "duration": "12 weeks",
        "priority": "High"
      }
    ],
    "targetCompanies": [
      "Illumina",
      "10x Genomics",
      "Genentech",
      "Flatiron Health"
    ],
    "timelineMonths": 12,
    "estimatedSalaryRange": {
      "min": 95000,
      "max": 145000
    }
  }
}

Endpoints#

GET /#

Summary: Root

Description: Health check endpoint

Method: GET

Path: /

Response:

• 200 OK: Success response with empty schema

---

GET /health#

Summary: Health Check

Description: Health check for monitoring

Method: GET

Path: /health

Response:

• 200 OK: Success response with empty schema

---

POST /api/drylab/roadmap#

Summary: Generate Roadmap

Description: Generate personalized dry lab career roadmap based on assessment data

Method: POST

Path: /api/drylab/roadmap

Request Body (Required):

• Type: application/json
• Schema: RoadmapRequest object

Request Parameters:

ParameterTypeRequiredDescriptionassessmentDataAssessmentData objectYesUser's skill assessment including education, programming languages, biology expertise, tools knowledge, career goals, and experience levelsessionIdstringYesUnique session identifier for trackinguserIdinteger or nullNoOptional user identifier for personalizationtimestampstringYesISO 8601 timestamp of request

AssessmentData Parameters:

ParameterTypeRequiredDescriptioneducationstringYesHighest level of education or field of study (e.g., "Master's in Bioinformatics")programmingarray of stringsYesList of programming languages (e.g., ["Python", "R", "Bash"])biologyarray of stringsYesList of biology domains (e.g., ["Genomics", "Molecular Biology"])toolsarray of stringsYesList of bioinformatics tools (e.g., ["BLAST", "SAMtools"])goalsarray of stringsYesCareer objectives and specialization goalsexperiencestringYesYears and type of experience (e.g., "2 years in research")sessionIdstringYesSession identifier matching requesttimestampstringYesISO 8601 timestamp

Response:

• 200 OK: Roadmap data including current level, recommended path, skill gaps, courses, target companies, timeline, and salary estimates
• 422 Unprocessable Entity: Validation error with detailed error messages

---

GET /api/drylab/companies#

Summary: Get Companies

Description: Retrieve list of target companies actively hiring for dry lab roles

Method: GET

Path: /api/drylab/companies

Response:

• 200 OK: Array of company objects with hiring information for dry lab positions

---

GET /api/drylab/job-market#

Summary: Get Job Market Info

Description: Retrieve current job market information, trends, and salary data for dry lab roles

Method: GET

Path: /api/drylab/job-market

Response:

• 200 OK: Job market data including salary ranges, demand trends, location insights, and skill requirements

Pricing#

PlanCalls/DayCalls/MonthPriceFree550FreeDeveloper20500$39/moProfessional2005,000$99/moEnterprise100,0001,000,000$299/mo

About#

ToolWeb.in - 200+ security APIs, CISSP & CISM, platforms: Pay-per-run, API Gateway, MCP Server, OpenClaw, RapidAPI, YouTube.

• toolweb.in
• portal.toolweb.in
• hub.toolweb.in
• toolweb.in/openclaw/
• rapidapi.com/user/mkrishna477
• youtube.com/@toolweb-009

References#

• Kong Route: https://api.mkkpro.com/career/dry-lab
• API Docs: https://api.mkkpro.com:8151/docs