Pipeline run
41892148-01f0-4d03-9a7b-44fb505275ef
Pipeline LLM cost (USD)
API 1: $0.0124
API 2: $0.0000
API 3: $0.0000
Total: $0.0124
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
—
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 5
· Title match
✓ Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
Instructor
Models / concepts (×3):
—
Evidence — skills matched in JD (7)
Java
Java 11
Gradle
TestNG
AWS DynamoDB
AWS
Zoom
Skill cluster (0 dimension groups, role-scoped)
Show KRA description ↓
Teaching daily live code-alongs via Zoom, explaining complex concepts simply, using real-life examples, exercises, and storytelling
Providing learner support, encouraging struggling learners, and challenging those who are excelling
Providing curriculum feedback and reporting learner progress
Managing other instructors or teaching assistants
Merely tutoring students - your professional expertise forms the foundation of teaching the technical skills required for success in the real world.
Traveling for conferences, meetings, or trainings. We are a 100% remote team.
Pass on your technical expertise and soft skills to give Java developers the foundation to start new careers.
Either:
College degree plus 3+ years of professional experience
High school degree plus 5+ years of professional experience
Demonstrable understanding of Java: Java Version 11, Gradle, TestNG, AWS DynamoDB
Excellent public speaking and presentation skills
Ability to explain technical concepts clearly and simply to beginners
Available to teach during US daytime hours (11 am - 11 pm EST)
Strong internet connection - at least 6 Mbps upload speed
Mentoring or teaching experience
Signals
Skill
java-backend-developer
0.50
Alias
—
—
KRA
engineering-manager
0.40
Post-classification
Centroid—
Alias collision log—
New-role queue#80
New skills captured0
New KRA captured—
Status:
extract_from_jd_done
Created: 2026-05-27T15:34:13.885513Z
Updated: 2026-06-12T16:18:08.481044Z
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
No chosen role stored for this run.
Job description
Crossover is the world's #1 source of remote jobs. Our clients offer top-tier pay for top-tier talent. We're recruiting this role for our client, Bloom Institute of Technology (BloomTech). Have you got what it takes? Are you a top-notch Java programmer? If you could be cloned, would the world be a better place? Well, here’s your chance. Teach a new generation of developers world-class skills - without giving up your day job. Bloom Institute of Technology (BloomTech) is looking for part-time Java professionals to teach in an immersive, live, online classroom. You will set your schedule, choosing the weekly classes that work for your life. You will teach 5-10 hours of live classes per week and spend :10 hours on preparation, curriculum development, and one-on-one student coaching. You will impart the technical and soft skills that made your career successful. BloomTech is committed to the success of our students, to the extent that they don’t pay tuition until they secure a job. This unparalleled commitment to employability requires the best instructors to prepare them. BloomTech is committed to building a diverse team of staff and instructors where everyone feels seen, heard, and valued. Therefore, we welcome a diverse pool of applicants, including those from historically marginalized groups and non-traditional backgrounds who can appreciate the diverse student communities we serve. If you’re passionate about Java and ready to share your exceptional programming skills, apply today! What You Will Be Doing Teaching daily live code-alongs via Zoom, explaining complex concepts simply, using real-life examples, exercises, and storytelling Providing learner support, encouraging struggling learners, and challenging those who are excelling Providing curriculum feedback and reporting learner progress What You Won’t Be Doing Managing other instructors or teaching assistants Merely tutoring students - your professional expertise forms the foundation of teaching the technical skills required for success in the real world. Traveling for conferences, meetings, or trainings. We are a 100% remote team. Software Engineer Key Responsibilities Pass on your technical expertise and soft skills to give Java developers the foundation to start new careers. Basic RequirementsEither: College degree plus 3+ years of professional experience High school degree plus 5+ years of professional experience Demonstrable understanding of Java: Java Version 11, Gradle, TestNG, AWS DynamoDB Excellent public speaking and presentation skills Ability to explain technical concepts clearly and simply to beginners Available to teach during US daytime hours (11 am - 11 pm EST) Strong internet connection - at least 6 Mbps upload speed Nice-to-have Requirements Mentoring or teaching experience About Bloom Institute Of Technology (BloomTech) Bloom Institute of Technology (BloomTech) is pioneering a new model of accessible higher education with no upfront costs and where the school invests in the students instead of the other way around. We offer an intensive program and an immersive live, online curriculum that teaches people the hard and soft skills they need to launch a new tech career. Our success depends on building teams who can challenge each other's assumptions with fresh perspectives. To that end, we don't just accept differences – we celebrate them. BloomTech welcomes a diverse pool of applicants, including those from historically marginalized groups and non-traditional backgrounds who can appreciate the diverse student communities that we serve. There is so much to cover for this exciting role, and space here is limited. Hit the Apply button if you found this interesting and want to learn more. We look forward to meeting you! Working with Crossover This is a part-time (20 hours per week), long-term position. The position is immediately available and requires entering into an independent contractor agreement with Crossover. The compensation level for this role is $30 USD/hour, which equates to $30,000 USD/year assuming 20 hours per week and 50 weeks per year. The payment period is weekly. Consult www.crossover.com/help-and-faqs for more details on this topic. What to expect next: You will receive an email with a link to start your self-paced, online job application. Our hiring platform will guide you through a series of online “screening” assessments to check for basic job fit, job-related skills, and finally a few real-world job-specific assignments. Important! If you do not receive an email from us: First, emails may take up to 15 minutes to send, refresh and check again. Second, check your spam and junk folders for an email from Crossover.com, mark as “Not Spam” since you will receive other emails as well. Third, we will send to whatever email account you indicated on the Apply form - by default, that is the email address you use as your LinkedIn username and it might be different than the one you have already checked. If all else fails, just reset your password by visiting https://www.crossover.com/auth/reset-password if you already applied using LinkedIn EasyApply. Crossover Job Code: LJ-4693-IN-Kavali-SoftwareEngine.001
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Java
Primary
No API 2 row (run stopped after API 1 or history missing)
Java 11
Primary
No API 2 row (run stopped after API 1 or history missing)
Gradle
Primary
No API 2 row (run stopped after API 1 or history missing)
TestNG
Primary
No API 2 row (run stopped after API 1 or history missing)
AWS DynamoDB
Primary
No API 2 row (run stopped after API 1 or history missing)
AWS
Primary
No API 2 row (run stopped after API 1 or history missing)
Zoom
Secondary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleJava Instructor
CompanyBloom Institute of Technology (BloomTech)
Experience3+ years of professional experience
CTC{'max': 30, 'min': 30, 'raw': '$30 USD/hour', 'period': 'hourly', 'currency': 'USD'}
DomainEducation
Location
—
(remote)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Bloom Institute of Technology (BloomTech)",
"last_5_words": "communities that we serve."
},
"text": "Bloom Institute of Technology (BloomTech) is pioneering a new model of accessible higher education with no upfront costs and where the school invests in the students instead of the other way around. We offer an intensive program and an immersive live, online curriculum that teaches people the hard and soft skills they need to launch a new tech career.\n\nOur success depends on building teams who can challenge each other\u0027s assumptions with fresh perspectives. To that end, we don\u0027t just accept differences \u2013 we celebrate them. BloomTech welcomes a diverse pool of applicants, including those from historically marginalized groups and non-traditional backgrounds who can appreciate the diverse student communities that we serve.",
"word_count": 104
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"AWS",
"Java",
"Role",
"Gradle"
],
"certifications": [],
"company_name": "Bloom Institute of Technology (BloomTech)",
"ctc": {
"currency": "USD",
"max": 30,
"min": 30,
"period": "hourly",
"raw": "$30 USD/hour"
},
"domain": {
"primary": {
"aliases": [
"EdTech",
"Online Education"
],
"domain": "Education"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Any Discipline",
"raw": "College degree plus 3+ years of professional experience",
"requirement": "required"
},
{
"level": "Bachelor\u0027s",
"qualification": "High School Diploma - Any Discipline",
"raw": "High school degree plus 5+ years of professional experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "3+ years of professional experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Java Instructor",
"role_aliases": [
"Java Teacher",
"Java Educator",
"Java Trainer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 3,
"heading": "What You Will Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Teaching daily live code-alongs via",
"last_5_words": "feedback and reporting learner progress"
},
"text": "Teaching daily live code-alongs via Zoom, explaining complex concepts simply, using real-life examples, exercises, and storytelling\nProviding learner support, encouraging struggling learners, and challenging those who are excelling\nProviding curriculum feedback and reporting learner progress",
"word_count": 42
},
{
"bullet_count": 3,
"heading": "What You Won\u2019t Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Managing other instructors or teaching",
"last_5_words": "remote team."
},
"text": "Managing other instructors or teaching assistants\nMerely tutoring students - your professional expertise forms the foundation of teaching the technical skills required for success in the real world.\nTraveling for conferences, meetings, or trainings. We are a 100% remote team.",
"word_count": 42
},
{
"bullet_count": 0,
"heading": "Software Engineer Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Pass on your technical expertise",
"last_5_words": "to start new careers."
},
"text": "Pass on your technical expertise and soft skills to give Java developers the foundation to start new careers.",
"word_count": 19
},
{
"bullet_count": 7,
"heading": "Basic Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Either: College degree plus 3+",
"last_5_words": "at least 6 Mbps upload speed"
},
"text": "Either:\nCollege degree plus 3+ years of professional experience\nHigh school degree plus 5+ years of professional experience\nDemonstrable understanding of Java: Java Version 11, Gradle, TestNG, AWS DynamoDB\nExcellent public speaking and presentation skills\nAbility to explain technical concepts clearly and simply to beginners\nAvailable to teach during US daytime hours (11 am - 11 pm EST)\nStrong internet connection - at least 6 Mbps upload speed",
"word_count": 66
},
{
"bullet_count": 1,
"heading": "Nice-to-have Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Mentoring or teaching experience",
"last_5_words": "teaching experience"
},
"text": "Mentoring or teaching experience",
"word_count": 5
}
],
"urls": [
{
"type": "other",
"url": "https://www.crossover.com/help-and-faqs"
},
{
"type": "other",
"url": "https://www.crossover.com/auth/reset-password"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Java"
},
{
"is_primary": true,
"skill_name": "Java 11"
},
{
"is_primary": true,
"skill_name": "Gradle"
},
{
"is_primary": true,
"skill_name": "TestNG"
},
{
"is_primary": true,
"skill_name": "AWS DynamoDB"
},
{
"is_primary": true,
"skill_name": "AWS"
},
{
"is_primary": false,
"skill_name": "Zoom"
}
],
"jd_role": {
"display_name": "Java Instructor",
"rationale": null,
"role_aliases": [
"Java Teacher",
"Java Educator",
"Java Trainer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Bloom Institute of Technology (BloomTech)",
"last_5_words": "communities that we serve."
},
"text": "Bloom Institute of Technology (BloomTech) is pioneering a new model of accessible higher education with no upfront costs and where the school invests in the students instead of the other way around. We offer an intensive program and an immersive live, online curriculum that teaches people the hard and soft skills they need to launch a new tech career.\n\nOur success depends on building teams who can challenge each other\u0027s assumptions with fresh perspectives. To that end, we don\u0027t just accept differences \u2013 we celebrate them. BloomTech welcomes a diverse pool of applicants, including those from historically marginalized groups and non-traditional backgrounds who can appreciate the diverse student communities that we serve.",
"word_count": 104
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"AWS",
"Java",
"Role",
"Gradle"
],
"certifications": [],
"company_name": "Bloom Institute of Technology (BloomTech)",
"ctc": {
"currency": "USD",
"max": 30,
"min": 30,
"period": "hourly",
"raw": "$30 USD/hour"
},
"domain": {
"primary": {
"aliases": [
"EdTech",
"Online Education"
],
"domain": "Education"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Any Discipline",
"raw": "College degree plus 3+ years of professional experience",
"requirement": "required"
},
{
"level": "Bachelor\u0027s",
"qualification": "High School Diploma - Any Discipline",
"raw": "High school degree plus 5+ years of professional experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "3+ years of professional experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Java Instructor",
"role_aliases": [
"Java Teacher",
"Java Educator",
"Java Trainer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 3,
"heading": "What You Will Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Teaching daily live code-alongs via",
"last_5_words": "feedback and reporting learner progress"
},
"text": "Teaching daily live code-alongs via Zoom, explaining complex concepts simply, using real-life examples, exercises, and storytelling\nProviding learner support, encouraging struggling learners, and challenging those who are excelling\nProviding curriculum feedback and reporting learner progress",
"word_count": 42
},
{
"bullet_count": 3,
"heading": "What You Won\u2019t Be Doing",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Managing other instructors or teaching",
"last_5_words": "remote team."
},
"text": "Managing other instructors or teaching assistants\nMerely tutoring students - your professional expertise forms the foundation of teaching the technical skills required for success in the real world.\nTraveling for conferences, meetings, or trainings. We are a 100% remote team.",
"word_count": 42
},
{
"bullet_count": 0,
"heading": "Software Engineer Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Pass on your technical expertise",
"last_5_words": "to start new careers."
},
"text": "Pass on your technical expertise and soft skills to give Java developers the foundation to start new careers.",
"word_count": 19
},
{
"bullet_count": 7,
"heading": "Basic Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Either: College degree plus 3+",
"last_5_words": "at least 6 Mbps upload speed"
},
"text": "Either:\nCollege degree plus 3+ years of professional experience\nHigh school degree plus 5+ years of professional experience\nDemonstrable understanding of Java: Java Version 11, Gradle, TestNG, AWS DynamoDB\nExcellent public speaking and presentation skills\nAbility to explain technical concepts clearly and simply to beginners\nAvailable to teach during US daytime hours (11 am - 11 pm EST)\nStrong internet connection - at least 6 Mbps upload speed",
"word_count": 66
},
{
"bullet_count": 1,
"heading": "Nice-to-have Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Mentoring or teaching experience",
"last_5_words": "teaching experience"
},
"text": "Mentoring or teaching experience",
"word_count": 5
}
],
"urls": [
{
"type": "other",
"url": "https://www.crossover.com/help-and-faqs"
},
{
"type": "other",
"url": "https://www.crossover.com/auth/reset-password"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "41892148-01f0-4d03-9a7b-44fb505275ef",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "coach performance and growth",
"sentence": "Providing learner support, encouraging struggling learners, and challenging those who are excelling",
"similarity": 0.4395
},
{
"kra_text": "coach performance and growth",
"sentence": "Managing other instructors or teaching assistants",
"similarity": 0.3902
},
{
"kra_text": "coach performance and growth",
"sentence": "Providing curriculum feedback and reporting learner progress",
"similarity": 0.3817
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4038,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Teaching daily live code-alongs via Zoom, explaining complex concepts simply, using real-life examples, exercises, and storytelling",
"similarity": 0.41
},
{
"kra_text": "code review and testing support",
"sentence": "Providing curriculum feedback and reporting learner progress",
"similarity": 0.41
},
{
"kra_text": "code review and testing support",
"sentence": "Providing learner support, encouraging struggling learners, and challenging those who are excelling",
"similarity": 0.3627
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.3942,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "React Frontend Developer",
"kra_matches": [
{
"kra_text": "handle forms, validation, and input feedback",
"sentence": "Providing curriculum feedback and reporting learner progress",
"similarity": 0.3975
},
{
"kra_text": "ensure accessibility and inclusive behavior",
"sentence": "Providing learner support, encouraging struggling learners, and challenging those who are excelling",
"similarity": 0.3495
},
{
"kra_text": "Implement user-facing screens and interactions",
"sentence": "Teaching daily live code-alongs via Zoom, explaining complex concepts simply, using real-life examples, exercises, and storytelling",
"similarity": 0.3355
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 89,
"score": 0.3609,
"slug": "react-frontend-developer",
"total_count": null
},
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
"kra_text": "Implement validation and response shaping",
"sentence": "Providing curriculum feedback and reporting learner progress",
"similarity": 0.3609
},
{
"kra_text": "Build service and external integrations",
"sentence": "Demonstrable understanding of Java: Java Version 11, Gradle, TestNG, AWS DynamoDB",
"similarity": 0.3492
},
{
"kra_text": "Implement validation and response shaping",
"sentence": "Providing learner support, encouraging struggling learners, and challenging those who are excelling",
"similarity": 0.3481
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.3527,
"slug": "python-backend-developer",
"total_count": null
},
{
"display_name": "AI Engineer",
"kra_matches": [
{
"kra_text": "Defines evaluation frameworks, automated test suites, and human feedback loops to measure AI feature quality, accuracy, and consistency.",
"sentence": "Providing curriculum feedback and reporting learner progress",
"similarity": 0.3673
},
{
"kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
"sentence": "Teaching daily live code-alongs via Zoom, explaining complex concepts simply, using real-life examples, exercises, and storytelling",
"similarity": 0.3537
},
{
"kra_text": "Implements safety guardrails, content filtering, output validation, fallback handlers, and retry logic for robust and predictable AI feature behavior.",
"sentence": "Providing learner support, encouraging struggling learners, and challenging those who are excelling",
"similarity": 0.3127
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 0.3446,
"slug": "ai-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Java Backend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"AWS",
"Gradle",
"Java"
],
"role_id": 79,
"score": 0.5,
"slug": "java-backend-developer",
"total_count": 6
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"AWS",
"Java"
],
"role_id": 1,
"score": 0.3333,
"slug": "backend-engineer",
"total_count": 6
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Gradle",
"Java"
],
"role_id": 4,
"score": 0.3333,
"slug": "android-engineer",
"total_count": 6
},
{
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"AWS",
"Java"
],
"role_id": 2,
"score": 0.3333,
"slug": "data-engineer",
"total_count": 6
},
{
"display_name": "DevOps Engineer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"AWS",
"Gradle"
],
"role_id": 10,
"score": 0.3333,
"slug": "devops-engineer",
"total_count": 6
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "D",
"chosen_role": null,
"confidence": 0.34,
"is_new_role": false,
"llm2_fired": true,
"llm2_reasoning": "The role centers on conveying Java technical expertise (Java 11, Gradle, TestNG, AWS DynamoDB) through live instruction and curriculum delivery, which aligns better with the deep hands-on experience of a Java Backend Developer than with an Engineering Manager.",
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": true,
"reasoning": "LLM2 unsure (confidence 0.34 \u003c 0.7); queueing",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": null,
"centroid_updated": false,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [],
"queue_entry_id": 80,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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