{"id":4140686,"url":"https://alion.io/job/fuku-data-scientist-6","title":"Data Scientist","company":{"id":3546,"name":"Fuku","domain":"fuku.sg","url":"https://alion.io/company/fuku","size_band":"51-200","is_staffing_agency":true,"employer_type":"agency","is_intermediary":false,"listed_via":null,"ats_vendor":"Workable","truth_index":{"grade":"A","score":95,"open_postings":604,"ghost_share":0,"stale_share":0,"repost_share":0,"time_to_fill_p50_days":117,"computed_at":"2026-11-11T05:49:22Z"}},"role":"Data Science","role_family":"Data Science","seniority":null,"employment_type":"full_time","work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Singapore"],"countries":["SG"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":null,"experience_years_min":null,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"Anomaly Detection","optional":false},{"name":"Databricks","optional":false},{"name":"MLFlow","optional":false},{"name":"Python","optional":false},{"name":"PyTorch","optional":false},{"name":"Scikit-learn","optional":false},{"name":"Spark","optional":false},{"name":"SQL","optional":false},{"name":"TensorFlow","optional":false},{"name":"Time Series","optional":false},{"name":"Transformers","optional":false}],"status":"live","first_seen_at":"2026-11-12T05:14:54Z","employer_posted_date":"2026-11-12","last_verified_at":"2026-11-12T05:14:54Z","board_verified":true,"closed_at":null,"days_open":0,"trust":{"level":"ok","repost_count":0,"flags":["company_stale"],"days_open":0},"description":"About Hytech\nHytech is a leading management consulting firm headquartered in Australia and\nSingapore, specializing in digital transformation for fintech and financial services\ncompanies. We provide comprehensive consulting solutions, as well as middle- and\nback-office support, to empower our clients with streamlined operations and cutting\nedge strategies. Our key clients include top trading platforms and cryptocurrency\nexchanges.\nWith a global team of over 2,000 professionals, Hytech has established a strong\npresence worldwide, with offices in Australia, Singapore, Malaysia, Taiwan, Philippines,\nThailand, Morocco, Cyprus, and more.\nThe mission\nDrive the ML/DL research agenda for our client-classification engine and adjacent\ntransaction risk control/anti-fraud scenarios across the trading chain. Take the best\nideas to production-safely, fast, and cost-effectively. You’ll own the end-to-end\nexperiment loop, from hypothesis → backtest → calibration → monitored rollout, so our\nrouting and control decisions improve broker P&L, stability, and abuse prevention.\nWhat You’ll Do\nEssential (Core)\nBe the key owner for modeling research execution: turn business and user\nquestions into measurable data solutions; collaborate with analysts and\nengineers to build, test, and iterate.\nExplore and apply ML/DL models: experiment with a variety of algorithms to\nsolve practical integrity and classification problems.\nTackle related challenges: work on areas like user behavior modeling,\nfraud/anomaly detection, reputation/risk scoring, or abuse prevention,\ndepending on business needs.\nOwn the experiment loop: design fair, time-aware evaluation strategies;\nconduct robust backtesting and validation; clearly report findings and next steps.\nPartner for production: collaborate with engineers to ship models safely,\nmonitor health, and set up retraining or recalibration triggers.\nCommunicate clearly: write concise design docs and experiment summaries\nthat both technical and business stakeholders can act on.\nAdvanced (Plus)\nDeep learning and time-series: comfortable exploring neural network models\n(e.g., LSTM, GRU, Transformers) or advanced architectures for temporal/user\nsequence data.\nRepresentation learning: experience with embeddings, autoencoders, or other\nfeature-learning approaches to improve prediction or personalization.\nWorking with imperfect data: familiar with handling noisy, incomplete, or\npartially labeled data (e.g., semi-supervised or weak supervision).\nExperimentation at scale: hands-on with tuning, validation, and reproducibility\non large datasets or distributed compute (e.g., Spark/Databricks, MLflow).\nBusiness/context awareness: able to connect modeling choices to real-world\nmetrics and user/business value.\nMinimum qualifications\n5+ years in Data Science/ML/DL, with a track record of using data and models to\nsolve practical business or user problems.\nStrong Python and SQL; able to write clean, reproducible analysis code in\nnotebooks or scripts.\nHands-on with at least one ML or DL library (scikit-learn, PyTorch, TensorFlow).\nSolid experiment design fundamentals: careful validation, fair metrics, and an\neye for avoiding data pitfalls.\nEffective communicator: able to summarize findings and decisions for both\ntechnical and non-technical partners.\nNice to have\nExperience in integrity, fraud, abuse, personalization, recommendations,\nsearch, ads, or growth analytics.\nFamiliarity with cloud analytics stacks (Spark/Databricks/MLflow) or large-scale\nexperimentation.\nExposure to classification, anomaly detection, or user segmentation in any\ndomain.","description_format":"text","description_chars":3590,"description_truncated":false,"requirements":{"experience_years_min":null,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":null,"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":[],"lifecycle":[{"event":"open","at":"2026-11-12T05:14:54Z"}],"visa":[],"liveness":{"score":52,"band":"ok","label":"Likely open","p_open":1,"p_active":0.516,"p_room":1,"age_days":0,"expected_fill_days":117,"reasons":["conf:3","agency","win:early","comp:brand"],"computed_at":"2026-11-12T08:26:39Z"},"pay":null,"html_url":"https://alion.io/job/fuku-data-scientist-6","json_url":"https://alion.io/job/fuku-data-scientist-6.json","meta":{"generated_at":"2026-11-12T08:26:39Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":17021,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-11-13T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.1,"usd":0.01,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":3546},"rest":"https://alion.io/mcp/rest/get_company?id=3546"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Ffuku-data-scientist-6"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":2,"usd":0.2},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Ffuku-data-scientist-6"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.1,"usd":0.01},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Ffuku-data-scientist-6"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/fuku-data-scientist-6\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Ffuku-data-scientist-6"}],"agent":{"mcp":"https://alion.io/mcp/jobs","mcp_open":"https://alion.io/mcp/open","next":[{"tool":"get_job","arguments":{"id":4140686}},{"tool":"search_jobs","arguments":{"company":"fuku.sg","detail":"compact"}},{"tool":"match_people","arguments":{"job_id":4140686},"note":"people open to offers who fit this vacancy"}],"note":"The same data through MCP tools: https://alion.io/mcp/open needs no sign-in (compact searches, postings, people); https://alion.io/mcp with an Alion account has everything. Docs: https://alion.io/developers"}}