{"id":3389677,"url":"https://alion.io/job/ericsson-master-thesis-demand-forecasting","title":"Master Thesis: Demand Forecasting","company":{"id":56456,"name":"Ericsson","domain":"ericsson.com","url":"https://alion.io/company/ericsson","size_band":"5000+","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"Eightfold","truth_index":{"grade":"B","score":83,"open_postings":88,"ghost_share":0.011,"stale_share":0.659,"repost_share":0.023,"time_to_fill_p50_days":35,"computed_at":"2026-11-01T06:10:25Z"}},"role":"Early Careers","role_family":"Early Careers","seniority":null,"employment_type":null,"work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Stockholm, Sweden"],"countries":["SE"],"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":[],"status":"live","first_seen_at":"2026-10-21T11:20:59Z","employer_posted_date":"2026-10-28","last_verified_at":"2026-11-02T01:07:15Z","board_verified":true,"closed_at":null,"days_open":11,"trust":{"level":"ok","repost_count":null,"flags":[],"days_open":11},"description":"Join our Team\nAbout this opportunity:\nAccurate demand forecasts are essential for effective supply-chain planning. They support decisions concerning inventory, capacity, procurement, production, transportation, and customer service across different time horizons. However, forecast accuracy should not be assessed in isolation. A forecast that is statistically more accurate does not necessarily generate better business outcomes if it requires disproportionate effort, creates unnecessary complexity, or does not improve decisions elsewhere in the supply chain.\nDifferent products and customer segments may require different forecast horizons, levels of granularity, forecast methods, and sources of expert opinion. Statistical, machine-learning, driver-based, manual, tender, and one-time forecasts may each be appropriate in different circumstances. Forecasting therefore needs to be managed as an integrated framework covering forecast objects, horizons, methods, opinions, segmentation, business logic, business rules, and performance metrics. The framework should enable fact-based decisions about where forecasting effort creates value and where additional effort is unlikely to provide a positive return.\nWhat you will do:\nThe thesis will investigate how demand forecasting performance can be evaluated and managed based on its total business impact, rather than forecast accuracy alone. The study should develop a conceptual and practically applicable framework for determining:\nCriteria for how forecast methods, opinions, granularity, and review effort should be differentiated across product-customer segments and time horizons\nWhich performance metrics are suitable to govern the criteria for different product-customer segments and time horizons\nHow to identify the point at which improving forecast accuracy further costs more than the resulting business benefit\nThe research may combine a literature review with empirical analysis of historical forecasting and supply-chain performance data. Relevant methods may include statistical analysis, forecast-error decomposition, segmentation analysis, cost-benefit analysis, simulation, and interviews with supply-chain and business stakeholders. The final framework should support decisions regarding where to increase, maintain, automate, or reduce forecasting effort.\nThe skills you bring:\nSuitable background: Supply Chain Management, Industrial Engineering, Operations Research, Data Science, Business Analytics, Economics, or a related field\nKnowledge of forecasting, statistics, optimization, and data analysis is advantageous\nWhy join Ericsson? At Ericsson, you´ll have an outstanding opportunity. The chance to use your skills and imagination to push the boundaries of what´s possible. To build solutions never seen before to some of the world’s toughest problems. You´ll be challenged, but you won’t be alone. You´ll be joining a team of diverse innovators, all driven to go beyond the status quo to craft what comes next.\nWhat happens once you apply?Click Here to find all you need to know about what our typical hiring process looks like.Encouraging a diverse and inclusive organization is core to our values at Ericsson, that's why we champion it in everything we do. We truly believe that by collaborating with people with different experiences we drive innovation, which is essential for our future growth. We encourage people from all backgrounds to apply and realize their full potential as part of our Ericsson team. Ericsson is proud to be an Equal Opportunity Employer. learn more.\nPrimary country and city: Sweden (SE) || Stockholm\nReq ID: 793187","description_format":"text","description_chars":3627,"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":["Mobile Networks","Telecom Infrastructure","Network Equipment"],"lifecycle":[{"event":"open","at":"2026-10-28T09:29:45Z"}],"visa":[],"liveness":{"score":59,"band":"ok","label":"Likely open","p_open":1,"p_active":0.591,"p_room":1,"age_days":10,"expected_fill_days":35,"reasons":["conf:1","stale_co","velocity","win:early","comp:brand"],"computed_at":"2026-11-01T06:10:25Z"},"pay":null,"html_url":"https://alion.io/job/ericsson-master-thesis-demand-forecasting","json_url":"https://alion.io/job/ericsson-master-thesis-demand-forecasting.json","meta":{"generated_at":"2026-11-02T01:18:10Z","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":1948,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-11-03T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"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":56456},"rest":"https://alion.io/mcp/rest/get_company?id=56456"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fericsson-master-thesis-demand-forecasting"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"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%2Fericsson-master-thesis-demand-forecasting"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"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%2Fericsson-master-thesis-demand-forecasting"},{"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/ericsson-master-thesis-demand-forecasting\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fericsson-master-thesis-demand-forecasting"}],"agent":{"mcp":"https://alion.io/mcp/jobs","mcp_open":"https://alion.io/mcp/open","next":[{"tool":"get_job","arguments":{"id":3389677}},{"tool":"search_jobs","arguments":{"company":"ericsson.com","detail":"compact"}},{"tool":"match_people","arguments":{"job_id":3389677},"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. 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