Job intelligence
Agentic Engineer, Autonomous Logistics
SCANIA CV AB
Before relying on the listing: Confirm Compensation with the employer or source. See verification questions
Executive opportunity brief
The decision in one screen
A compact evidence-first read of compensation, flexibility, mobility and what still needs verification. No universal quality score is used.
Fast read
Opportunity DNA
This opportunity needs a closer read before drawing a strong conclusion, especially around the pay picture is incomplete.
A financial comparison will need the approved compensation range.
Regular physical-location attendance is part of the advertised arrangement.
The listing does not make the minimum education or experience threshold clear enough yet.
Sponsorship and relocation support are not clear from the current listing.
Part of the application route can be assessed, but the full external process may contain additional steps.
At least one recent enabled source can still renew this vacancy.
This fingerprint summarizes what is clear, constrained or still unanswered in the current listing. It is a reading aid, not an overall job score.
Decision evidence check
4 of 5 core facts stated
This checks whether the listing states the facts that commonly change an employment decision. It measures disclosure completeness, not whether the opportunity is good or bad.
Facts already stated
- Work arrangement
- Advertised location
- Application closing time
- Employment type
What to verify next
- Compensation: What is the approved compensation range, and what portion is guaranteed base pay rather than variable compensation?
Advertised location is not proof of work authorization, sponsorship, or legal eligibility. Unknown information is not a negative score; verify those questions separately.
Decision levers
What could make or break the fit?
Reasons to look closer
Nothing stands out strongly enough yet to call a clear advantage. The role may still be attractive for reasons the listing does not spell out.
Trade-offs to weigh
- The pay picture is incomplete: No usable salary range is stated, so a meaningful financial comparison is not possible yet.
- Location rules could change the fit: Regular physical-location attendance is part of the advertised arrangement.
Questions worth asking before you invest more time
- Ask for the approved compensation range before comparing this opportunity financially.
- Confirm whether a degree is actually required, preferred, or replaceable with equivalent experience.
- Confirm the actual minimum experience requirement rather than assuming preferred background is mandatory.
- Ask whether visa sponsorship is available before investing significant time in the application.
These questions come from details the listing leaves open. An unanswered point is not treated as a disadvantage.
Opportunity neighborhood
Keep your options open
These live roles sit close enough to this opportunity to make useful comparison points. Look across several employers before deciding what pay, flexibility or access trade-offs you are willing to accept.
Logistics Engineer Manager till Hitachi Energy Ludvika
Logent · Ludvika, Dalarnas län, Sverige
Why it is nearby: Same country · Similar work arrangement · Same employment type
Different angle: Seniority is not explicit
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NYAB AB · Hägersten, Stockholms län, Sverige
Why it is nearby: Same country · Similar work arrangement · Same employment type
Different angle: Seniority is not explicit
Field Operations Manager (UAV)
Alta Ares · London
Why it is nearby: Similar work arrangement · Same employment type · Recently posted
Different angle: Seniority is not explicit
Solution Operations Manager, Strategic Accounts
Mistral.ai · Paris
Why it is nearby: Similar work arrangement · Same employment type · Recently posted
Different angle: Seniority is not explicit
This neighborhood is drawn from current inventory in the same broad occupation. Similarity is based on explicit listing facts; missing details do not count against a job.
Role market context
How much current choice is visible around this kind of work?
This compares the vacancy with current High Paid Job inventory in the broad Operations & program roles family. It describes visible choice and disclosure, not future demand or career quality.
200 most recent current roles sampled for the disclosure measures below.
Distinct employers in the bounded current sample, not an estimate of all employers hiring in the market.
Current sampled roles stating at least four of the five Core Decision Facts.
Requires a numeric amount, explicit ISO currency and supported pay period.
Listings with explicit enough remote, hybrid or on-site evidence to classify.
Missing deadline evidence remains unknown and is not interpreted as an open-ended application window.
Currencies with explicit pay evidence in the sample: USD (101) · EUR (3) · GBP (2). Raw amounts across different currencies are not compared.
This describes current visible High Paid Job inventory in the same broad occupation family. Percentages use a bounded recent sample and are not a forecast, a complete labor-market census or an employer-quality measure.
Constraint opportunity lab
What changes the size of the current opportunity pool?
Each line applies one stricter evidence-based constraint to the same bounded current role-family sample. It helps you see the trade-off in visible choice without deciding which trade-off is right for you.
Counts only affirmative or possible sponsorship evidence, or relocation explicitly offered. Unknown is not treated as no.
A much stricter subset: only listings with explicit worldwide-remote evidence remain.
Uses only roles where a country is known. Roles without country evidence are excluded from this denominator.
Shows the subset with enough stated evidence for a more informed first comparison.
Counts roles explicitly classified as worldwide remote, region-restricted remote or remote with restrictions still unclear.
Requires amount, explicit ISO currency and a supported pay period. Missing pay evidence remains unknown.
Uses only roles with a stated employment type.
These are counterfactual filters over a bounded sample of current HPJ inventory in the same broad occupation family. They show how visible choice changes when one evidence-based constraint is applied; they do not tell you which constraint you should choose or predict hiring outcomes. The calculation uses the 200 most recent current roles from 1096 visible roles in this broad family.
Salary transparency context
Is pay disclosure typical for this kind of role?
This listing does not state usable structured compensation. About 53% of the bounded current role sample does.
Compensation counts only when amount, ISO currency and supported pay period are all known.
Pay disclosure is mixed but appears in at least half of the current role sample.
This employer’s current visible listings disclose pay materially less often than the current same-role sample.
This compares salary-disclosure behavior in current visible listings. It does not compare raw salary amounts across currencies, infer undisclosed pay as zero, or rate employer quality.
Private offer & negotiation lab
Turn an offer into evidence, not guesswork
Enter an annual base offer and, if you want, your own target. HPJ compares only within one explicit currency and never chooses a target for you.
Negotiation evidence available: current same-currency market context, strong decision evidence.
Enter an annual base offer to compare it with explicit same-currency evidence. HPJ will not suggest a target for you.
Review the full package · 10 terms
Mark what is confirmed, what needs clarification and what you want to prioritize. These choices and notes stay in this browser.
The approved base-pay range is not established in the listing.
Variable compensation is mentioned; verify amount, formula, target and eligibility.
Equity or long-term incentive language is mentioned; verify grant type, vesting and valuation basis.
Retirement or pension benefits are mentioned; verify employer contribution and vesting.
Health-benefit language is mentioned; verify coverage, dependants and employee cost.
Paid-leave language is mentioned; verify the exact entitlement and carry-over rules.
A work-arrangement signal is available; verify schedule details before relying on it.
Relocation support not established
Sponsorship not established
A review cycle is mentioned; verify timing and whether compensation can change at that review.
Questions worth taking into the offer conversation
- What is the approved base-pay range for this role?
- Does the package include equity or another long-term incentive, and what are the vesting terms?
- What retirement or pension contribution does the employer provide?
- What health coverage is included and what costs remain with the employee?
- How much paid leave is provided and what are the carry-over or blackout rules?
- If relocation is relevant, what expenses, timing and repayment conditions are covered?
- What exact sponsorship or work-authorization conditions apply to this role?
- When is the first performance and compensation review after joining?
Occupation intelligence
What broader career references connect to this role?
HPJ uses broad comparison families for current-market analysis. External taxonomy results are reference candidates for that broad family, not a declaration that this vacancy has been authoritatively classified into a specific occupation.
European occupation references
- operations manager
- mine manager
- business manager
- metal production manager
- financial markets back office administrator
This service uses the ESCO classification of the European Commission.
U.S. occupation references
- General and Operations Managers 11-1021.00
- Wind Energy Operations Managers 11-9199.09
- Biomass Power Plant Managers 11-3051.04
- Airfield Operations Specialists 53-2022.00
- Industrial Production Managers 11-3051.00
This site incorporates information from O*NET Web Services by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). O*NET® is a trademark of USDOL/ETA.
Career reference research
Skills worth investigating
Official occupational context, paired with exact phrases visible in this vacancy. It is not a skills test or an applicant-fit score.
ESCO · European occupation
operations manager
Usually essential in this ESCO occupation
- manage supplies
- follow company standards
- ensure equipment maintenance
- operations management
- ensure equipment availability
- liaise with managers
- energy conservation
Context-dependent ESCO skills
- manage maintenance operations
- analyse internal factors of companies
- advise on utility consumption
- inspect material
- apply change management
O*NET · U.S. occupation
General and Operations Managers
O*NET occupation skills
- Active Listening
- Monitoring
- Reading Comprehension
- Speaking
- Coordination
- Critical Thinking
- Management of Personnel Resources
- Social Perceptiveness
Build my private skill preparation brief Your evidence · Practice · Interview questions
Plan how you might demonstrate or investigate occupational skills. These are broad-family reference examples, not confirmed vacancy requirements. Nothing you enter is sent to High Paid Job.
Private to this browser. Up to 20 reference skills; not a qualification assessment or hiring prediction.
Useful next question: Which of these occupational reference skills does the hiring manager actually expect for this specific role, and what evidence would demonstrate them?
These skills belong to one reference occupation selected for HPJ’s broad career family, not a verified classification of this vacancy. Text overlap only means a phrase appears in the available listing text; it does not establish an employer requirement, your proficiency, or a qualification gap. A missing mention is unknown, not a deficit.
Adjacent current roles to investigate
Sales Business Development Representative - German Speaking (all genders)
Kertos · Munich
same seniority band · same employment type · similar work-arrangement evidenceEnterprise Account Executive - UK&I
Pigment · London
same seniority band · same employment type · similar work-arrangement evidenceStrategic Account Executive
Pigment · Paris
same seniority band · same employment type · similar work-arrangement evidenceAdjacent-family roles are exploration prompts from current HPJ inventory. They are not inferred qualification matches and they do not imply a promotion path.
Skill bridge
What does this role connect to?
This listing names several concrete skills, but they do not currently overlap with the most frequently surfaced skill labels in the sampled Operations & program roles opportunities.
Skills named in this listing
Shared with the current career sample
The recognized skills in this listing do not overlap with the current top-skill list for this occupation sample.
Additional signals in this listing: Large Language Models · Python
Application edge
- If these skills match your background, prepare one concrete example that shows how you used Large Language Models and Python rather than relying on a keyword-only claim.
- The listing mentions extra application steps. Review those requirements before starting so you can prepare the requested material in one pass.
If the named skills are genuinely transferable in your own experience, the occupation map also points to adjacent current families worth researching: People & HR roles, Finance & accounting roles, and Sales roles. This is exploration context, not a qualification match.
Skill signals come from explicit text mentions. A mention is not automatically a requirement, and absence from the current top-skill list does not make a skill rare or unimportant. The current career comparison draws on 120 sampled listings; 104 contain a recognized skill signal.
Application Decision Lab
Turn the listing into a preparation plan
Separate what the listing actually states from what you still need to prepare or verify. Your selections and short notes stay in this browser and are never submitted to High Paid Job.
Large Language Models
This skill or technology is explicitly mentioned in the available listing text. A mention is not automatically a mandatory requirement; prepare a concrete example only if it is relevant to your experience.
Python
This skill or technology is explicitly mentioned in the available listing text. A mention is not automatically a mandatory requirement; prepare a concrete example only if it is relevant to your experience.
Prepare for a stated application step
A portfolio or work sample is explicitly mentioned.
Prepare for a stated application step
A background or pre-employment screening step is explicitly mentioned.
Questions worth resolving before you rely on the opportunity
- Compensation: What is the approved compensation range, and what portion is guaranteed base pay rather than variable compensation?
- Work authorization / sponsorship: If sponsorship or work authorization matters to you, what exact immigration or employer-sponsorship conditions apply to this role?
Decision analysis
What the listing really tells you
Agentic Engineer, Autonomous Logistics at SCANIA CV AB becomes easier to judge once remote flexibility can be weighed properly, the application route gives a few useful clues, and source continuity adds useful context are viewed together. Here is the current read from the information available.
Remote flexibility can be weighed properly
Location flexibility can be assessed here: Primarily location-bound, with a Remote Freedom reading of 18/100. One practical limit to notice is regular physical-location attendance is part of the advertised arrangement..
The application route gives a few useful clues
More direct application path · 2 visible process steps. The external application may contain additional steps that are not visible from the listing itself.
Source continuity adds useful context
The opportunity currently has 1 renewable source path across 1 source classes. Multiple independent paths can strengthen continuity, but they are not a substitute for checking the application destination.
How this analysis is assembled
Built from the pay, location, qualification, mobility, application and source details available for this vacancy. Anything the listing leaves unresolved stays unresolved.
Analysis evidence coverage
How much analysis can the current evidence support?
Comparable salary data is not available for this job yet.
Measures observable location flexibility and explicit restrictions; it does not determine whether remote work is personally desirable.
Missing compensation is not treated as negative evidence; this dimension simply remains unavailable.
The listing was posted about 1 days ago.
The vacancy has recent enabled provenance through a comparatively direct source lane. This strengthens traceability, not employer verification.
There is no universal opportunity score because pay, flexibility and access matter differently to different people. Compare Jobs lets you weight the evidence around your own priorities.
Decision checklist
What is supported, uncertain or worth checking?
This checklist separates supported strengths, visible cautions and missing evidence. It is not an overall recommendation or guarantee that the job is suitable for you.
Supported strengths
- Recent provenance includes a comparatively direct source lane, improving traceability.
- The current provenance provides a comparatively direct application route.
Visible cautions
- Regular physical-location attendance is part of the advertised arrangement.
- The role may involve non-standard hours or on-call work.
Still unknown
- There is not enough comparable salary evidence to establish this job’s current pay position.
- Visa sponsorship is not established by the available listing data.
Pay vs. barriers
Opportunity Efficiency not assessed
The current pay position is not reliable enough to weigh compensation against the stated barriers.
1 explicit Remote Freedom restriction signal is present and is shown separately from qualification requirements.
- Current comparable pay position is unavailable.
- Education requirement is not established.
- Required prior-experience level is not established.
This section weighs pay context against clearly stated barriers without collapsing unlike requirements into one universal score. Degree, experience, licensing, clearance and location limits remain separate, and missing qualification details stay unknown.
Beyond the headline
Not enough evidence for a hidden-value finding
Potential hidden value appears only when several distinct non-pay advantages are actually supported. Missing requirements or benefits are never counted as positives.
Hidden Value is an experimental evidence summary, not an investment-style score or guarantee of employability. It only uses explicit current listing evidence and does not infer that an unmentioned qualification is unnecessary.
Compensation intelligence
How competitive is this pay?
Comparable salary data is not available for this job yet.
Why this analysis?
- Comparable salary data is not available for this job yet.
- Salary confidence: Not available. No disclosed salary can currently be normalized for comparison. Missing compensation is not treated as low-quality salary evidence.
- Range quality: No disclosed range.
Employer compensation communication
Pay transparency at SCANIA CV AB
Limited current pay transparency
This score uses the employer’s current visible listings and combines how often pay is disclosed with how useful those ranges are. Bonus, equity and benefit mentions are shown separately and do not raise the score.
This pattern comes from the employer’s current visible vacancies. It describes hiring and pay transparency in those listings, not employee satisfaction or a permanent judgement of the employer.
Current employer intelligence
SCANIA CV AB — current opportunity snapshot
Employer Evidence Profile
How often this employer’s current visible sampled vacancies state decision-critical information. These percentages describe evidence coverage, not employer quality.
Current sampled listings with advertised compensation evidence.
Current sampled listings whose work arrangement is clearer than unknown.
Current sampled listings with a supported country signal.
Current sampled listings with an explicit closing time.
Current sampled listings with a usable posting date.
Current sampled listings that explicitly indicate confirmed, possible or unavailable sponsorship evidence.
Current sampled listings with an explicit relocation signal.
Low coverage means the current visible listings state the information less often. It does not prove that the employer lacks the policy, benefit or support.
Common current occupation families: Operations (1) · Finance Accounting (1)
Visible seniority mix: Senior / lead (1)
Current employment-type mix: Full time (3)
Most visible hiring countries in this sample: Sweden (3)
Other current roles from this employer
Financial Controller
Södertälje, Stockholms län, Sverige
Seniority not clearly specified · On-site / hybridSenior Regulatory Engineer - eMobility
Södertälje, Stockholms län, Sverige
Senior / lead · On-site / hybridThese are other current vacancies visible from the same employer, not endorsements or evidence of future hiring plans.
There are not yet five current disclosed salaries in one currency, so an employer pay median would be too thin to be useful.
Questions worth asking this employer
- What compensation range applies to this role, and which parts of total compensation are fixed versus variable?
- If work authorization matters to you, what sponsorship policy applies to this specific role and location?
- If a move is required, is relocation assistance available for this position?
These questions are prompted by missing or thin evidence in the employer’s current visible vacancies. Missing evidence is not treated as a negative judgement.
This employer snapshot uses the employer’s current visible listings. Remote and sponsorship rates use only vacancies with explicit evidence, while missing information stays unknown. Salary medians are shown separately by currency and need at least five disclosed salaries. Zero confirmed sponsorship means none was explicitly found in this sample, not that sponsorship is unavailable.
This snapshot describes the employer’s current visible vacancies—things such as pay disclosure and work arrangement. It is not an employee-satisfaction or hiring-quality rating, and different currencies stay separate.
Work-location intelligence
Remote Freedom
Primarily location-bound
Why this score?
- The listing is on-site or hybrid rather than location independent.
Location restrictions detected
- Regular physical-location attendance is part of the advertised arrangement.
Remote Freedom measures observable location flexibility only. Unknown work-location information remains unscored. Timezone wording is penalized only when it appears restrictive; general collaboration across time zones is not treated as a restriction. A score does not guarantee legal work eligibility, payroll availability or visa sponsorship.
International applicant intelligence
Visa & relocation signals
Sponsorship status is shown only when the listing provides clear enough wording. Employer history or headquarters location is not used to guess an answer.
The available listing details do not contain a clear enough sponsorship statement.
The available listing details do not contain a clear enough relocation statement.
Tradeoff check
What’s the catch?
These are visible conditions worth checking before treating the headline compensation as the whole story:
- The role may involve non-standard hours or on-call work.
Application-path intelligence
What can we see about the application process?
More direct application path
The primary route is a direct-employer, employer-authorized hiring or official government source. That can reduce intermediary steps, although the external form may still be lengthy.
Current destination: jobs.scania.com · HTTPS
Visible application steps or requirements
- A portfolio or work sample is explicitly mentioned.
- A background or pre-employment screening step is explicitly mentioned.
Application effort is estimated from visible listing and source details. Optional steps are kept separate from mandatory ones, and the external form may contain additional requirements that are not visible here.
Application safety context
Application safety check
Basic application-safety context available
The current application destination has a basic transport-safety signal such as HTTPS. This does not verify the employer, vacancy, recruiter or application process.
Evidence checked: Source provenance · Application destination · Listing wording
Observable transport-safety signals
- The available application destination uses HTTPS.
Before you share money or sensitive information
- Confirm the vacancy on the employer’s official careers site when practical, especially if a recruiter contacts you outside the listed application path.
- Check that recruiter email domains and application destinations are consistent with the employer or an identifiable recruiting provider.
- Do not pay application, processing, training or equipment fees merely to be considered for a job.
- Do not send cryptocurrency, gift cards, online-banking credentials or PINs as part of an application.
- Treat unusually fast offers or interviews conducted only through informal messaging channels as reasons to verify the employer independently.
This is a limited safety screen, not employer verification and not a fraud determination. Never send money, cryptocurrency, passwords or sensitive banking credentials merely because a listing appears on a job platform.
Original listing details
The section below comes from the listing source. The decision sections above use the job’s structured pay, location, qualification, mobility and application details to give you additional context.
Scania is undergoing a transformation from being a leading supplier of trucks, buses, and engines to providing complete and sustainable transport solutions. Together with TRATON and our sister brands MAN, Volkswagen Truck & Bus, and International, we are working to shape the future of mobility with innovative and environmentally conscious solutions. Our values – customer first, respect, team spirit, responsibility, and elimination of waste – are at the heart of everything we do. Together, we are at the forefront of creating a sustainable future.
Role Summary
Embedded in Scania Logistics to build and scale governed agentic workflows across order-to-delivery.
Autonomous logistics does not fail on ambition or ideas; it fails on the last mile between a proven demo and a governed production system. That last mile is exactly what this role owns, and each competency below is chosen against the goal, not against a generic job ladder.
Design, build and operate production agentic workflows that take real order-to-delivery work, read approved context and enterprise data, use tools to act, and hand to humans at defined control points. The role turns proven proof lanes into reusable, governed capability that stays Scania-owned, and is measured on production outcomes rather than prototypes.
Job Responsibilities
- Build agent workflows. Tool and function calling, orchestration and reasoning loops, state and memory, not just prompts.
- Engineer tools and integrations. Define tool and API contracts with permissions, retries and error handling, so agents act safely on order-to-delivery systems.
- Own evaluation. Build regression and trajectory evals (tool choice, policy compliance, outcome quality) and wire them into CI as quality gates.
- Guardrails and governance. Approvals for irreversible actions, audit logging, sensitive-data handling and prompt-injection defense, written as policy in code.
- Human-in-the-loop by design. Decide where humans review or approve, define escalation, and instrument the agent-to-human handoff (governed autonomy).
- Ground the agents. Retrieval, memory and context engineering, including MCP, so agents are grounded in Scania data with citations.
- Productionize and operate. Observability and tracing, cost and latency control, safe rollout and incident response across the lane portfolio.
Who You Are
What matters most: the ability to build governed agentic workflows and to evaluate them honestly. Everything else strengthens the fit but is not required.
- Built with agents. Hands-on with LLM agents and tools; you know what holds up in production, not just demos.
- Evaluation as a discipline. You design evals and treat them as the hardest and most important part of the work.
- The modern agent stack. Comfortable with orchestration (the OpenAI Agents and Anthropic SDKs), MCP, vector search and RAG, tracing and eval tooling.
Good to have: a logistics or supply-chain operations background, and strong software engineering (Python, APIs, distributed-systems thinking). Either is a real plus, and the blend of both is the ideal profile.
How this differs from adjacent roles
This is not an ML engineer training models, a data scientist or analyst producing insight, or a developer shipping deterministic software. It owns the deployed, non-deterministic agent system at runtime: tool routing, guardrails, evaluation of stochastic behavior, and the cost, latency and safety of agents that decide and act. Strategy and ownership already sit in the team.
This Is Us
We are a team within Scania Logistics working towards a bold ambition: autonomous logistics at global scale. Across logistics, we are rethinking how work gets done—building towards intelligent systems that can sense change, make decisions and act, with people setting direction and remaining accountable.
We bring together AI, engineering and deep operational knowledge. We believe the people closest to the work are our strongest lever for transformation. Together, we challenge established ways of working, test ideas against real constraints and build evidence for where autonomy creates value.
You will join a team with a clear strategic direction and meaningful room to shape how we deliver it. The opportunity is to turn emerging technology into operational capability—and help define what autonomous logistics becomes at Scania.
Scania Offers
We offer a dynamic and engaging workplace where collaboration, innovation, and continuous improvement are part of everyday life. You will be part of a strong team environment that encourages knowledge sharing and close cooperation across functions.
With a structured development plan and a wide range of training opportunities, Scania supports your professional growth both locally and internationally.
Benefits include access to our health center in Gröndal or a wellness allowance, result bonus, flexible working hours, and company car leasing. Scania also arranges events for employees and their families, and for those living in Stockholm, convenient commuting is supported through direct Scania Job express buses to Södertälje.
Application
Your application should include a CV and any relevant certificates. We welcome all applicants and strive for diversity in our recruitment processes.
Apply as soon as possible, no later than 2026-11-26. Screening will take place on an ongoing basis during the application period. Logical and personality tests may be used as part of the selection process, and a background check may be required for this role.
If you have questions or would like more information, please contact:
Johan Lindahl, Group Manager Process and IT - Central Solutions, johan.lindahl@scania.com
We are looking forward for your applications!
Listing provenance
Where did this job come from?
See where this vacancy came from and whether more than one current source can still support it. Source names help with traceability and attribution; they are not endorsements or guarantees.
The vacancy has recent enabled provenance through a comparatively direct source lane. This strengthens traceability, not employer verification.
- Continuity
- One recent renewable source
- Source-class independence
- One renewable source class
- Last source observation
- Observed today
This records when High Paid Job last observed the vacancy in source evidence. It confirms source presence, not that the employer edited the vacancy at that time.
- 1 enabled source recently observed this vacancy.
- At least one recent enabled source is a direct-employer, employer-authorized or official public source.
Source confidence is about traceability and continuity. It is separate from application safety and should not be read as an employer reputation rating.
This vacancy is supplied through an official public employment service. The source identifies where the listing was published; it is not an employer endorsement.
Listing source: Arbetsförmedlingen. Destination: jobs.scania.com. The application opens in a new tab so you can keep this report open.