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Kokeneille johtajille suunnattu Boardmanin valmennus keskittyy strategiseen hallitustyöhön sekä omistajien ja johdon yhteistyöhön. Aalto EE järjestää vaativia executive-tason hallitusohjelmia, kuten finanssialan erikoiskoulutusta.","consensus_claims":[{"text":"Kauppakamarien ja Hallituspartnerit ry:n HHJ-kokonaisuus tarjoaa perus- ja jatkokoulutusta sekä uusille että kokeneille hallituksen jäsenille.","sources":[{"engine":"chatgpt","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:chatgpt"},{"engine":"google_ai_mode","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:google_ai_mode"},{"engine":"gemini","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:gemini"},{"engine":"copilot","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:copilot"},{"engine":"claude","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:claude"}]},{"text":"Kokeneille johtajille suunnattu Boardmanin valmennus keskittyy strategiseen hallitustyöhön sekä omistajien ja johdon yhteistyöhön.","sources":[{"engine":"chatgpt","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:chatgpt"},{"engine":"copilot","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:copilot"}]},{"text":"Aalto EE järjestää vaativia executive-tason hallitusohjelmia, kuten finanssialan erikoiskoulutusta.","sources":[{"engine":"google_ai_mode","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:google_ai_mode"},{"engine":"gemini","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:gemini"},{"engine":"perplexity","evidence_ref":"550d62f9-ea12-48d7-a7a9-4e78465111b3:perplexity"}]}],"completed_answers":6,"owned_citation_rate":0},{"id":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b","leader":{"is_self":false,"apex_domain":"aaltoee.fi","canonical_name":"Aalto EE"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:claude"}],"prompt_text":"Mikä johdon koulutusohjelma tai Executive MBA sopii parhaiten keskisuuren yrityksen liiketoimintajohtajalle, joka haluaa vahvistaa strategista osaamistaan ja rakentaa vertaisverkostoa?","prompt_type":"recommendation","share_of_voice":0,"companies_named":9,"visibility_rate":0,"consensus_answer":"Executive MBA -ohjelma kehittää strategista johtamista ja tarjoaa kokeneiden johtajien vertaisverkoston. Aalto Executive MBA nousee esiin vahvalla strategisella fokuksellaan ja laajalla alumniverkostollaan. Hanken ja Jyväskylän yliopisto tarjoavat tiiviitä ryhmiä tai suomenkielistä, joustavaa toteutusta.","consensus_claims":[{"text":"Executive MBA -ohjelma kehittää strategista johtamista ja tarjoaa kokeneiden johtajien vertaisverkoston.","sources":[{"engine":"chatgpt","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:chatgpt"},{"engine":"claude","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:claude"},{"engine":"google_ai_overviews","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:google_ai_overviews"}]},{"text":"Aalto Executive MBA nousee esiin vahvalla strategisella fokuksellaan ja laajalla alumniverkostollaan.","sources":[{"engine":"copilot","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:copilot"},{"engine":"gemini","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:gemini"},{"engine":"google_ai_overviews","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:google_ai_overviews"},{"engine":"perplexity","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:perplexity"}]},{"text":"Hanken ja Jyväskylän yliopisto tarjoavat tiiviitä ryhmiä tai suomenkielistä, joustavaa toteutusta.","sources":[{"engine":"chatgpt","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:chatgpt"},{"engine":"claude","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:claude"},{"engine":"google_ai_mode","evidence_ref":"0cf1ae2b-62b2-407e-bceb-3fb44accdf7b:google_ai_mode"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"64582553-0c39-4acd-9fb9-a47a2fcd842b","leader":{"is_self":false,"apex_domain":"aaltoee.fi","canonical_name":"Aalto EE"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:claude"}],"prompt_text":"Kannattaako kokeneen johtajan valita kokonainen Executive MBA -tutkinto vai yritysjohdolle suunnatut lyhyemmät moduulipohjaiset johtamisvalmennukset?","prompt_type":"comparison","share_of_voice":0,"companies_named":4,"visibility_rate":0,"consensus_answer":"Valinta riippuu tavoitteista: Executive MBA tarjoaa kokonaisvaltaista uudistumista ja laajan tutkintonimikkeen, kun taas moduulivalmennukset vastaavat rajattuihin täsmätarpeisiin. EMBA tukee merkittävää uraloikkaa ja syvää vertaisverkostoa, mutta vaatii tyypillisesti 1,5–2,5 vuotta aikaa sekä huomattavia taloudellisia panostuksia.","consensus_claims":[{"text":"Valinta riippuu tavoitteista: Executive MBA tarjoaa kokonaisvaltaista uudistumista ja laajan tutkintonimikkeen, kun taas moduulivalmennukset vastaavat rajattuihin täsmätarpeisiin.","sources":[{"engine":"chatgpt","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:chatgpt"},{"engine":"google_ai_mode","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:google_ai_mode"},{"engine":"perplexity","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:perplexity"},{"engine":"copilot","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:copilot"},{"engine":"claude","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:claude"}]},{"text":"EMBA tukee merkittävää uraloikkaa ja syvää vertaisverkostoa, mutta vaatii tyypillisesti 1,5–2,5 vuotta aikaa sekä huomattavia taloudellisia panostuksia.","sources":[{"engine":"gemini","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:gemini"},{"engine":"copilot","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:copilot"},{"engine":"google_ai_mode","evidence_ref":"64582553-0c39-4acd-9fb9-a47a2fcd842b:google_ai_mode"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"813037c1-c820-402e-bff4-ac1286662642","leader":{"is_self":false,"apex_domain":"aaltoee.fi","canonical_name":"Aalto EE"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:claude"}],"prompt_text":"Olen siirtymässä operatiivisesta johdosta laajempaan strategiseen johtoryhmävastuuseen, mutta minulta puuttuu kokonaisvaltainen liikkeenjohdollinen ja taloudellinen osaaminen. Miten voisin parhaiten kuroa tämän osaamisvajeen umpeen?","prompt_type":"problem","share_of_voice":0,"companies_named":1,"visibility_rate":0,"consensus_answer":"Strategisessa johdossa ei vaadita talousjohtajan roolia, mutta tuloslaskelman, taseen ja kassavirran hallinta on välttämätöntä päätösten arvioimiseksi. Osaamisvajetta kannattaa kuroa sparraamalla talousjohtajan kanssa, hankkimalla mentori sekä hyödyntämällä kohdennettuja johtamiskoulutuksia.","consensus_claims":[{"text":"Strategisessa johdossa ei vaadita talousjohtajan roolia, mutta tuloslaskelman, taseen ja kassavirran hallinta on välttämätöntä päätösten arvioimiseksi.","sources":[{"engine":"chatgpt","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:chatgpt"},{"engine":"google_ai_mode","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:google_ai_mode"},{"engine":"copilot","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:copilot"}]},{"text":"Osaamisvajetta kannattaa kuroa sparraamalla talousjohtajan kanssa, hankkimalla mentori sekä hyödyntämällä kohdennettuja johtamiskoulutuksia.","sources":[{"engine":"google_ai_overviews","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:google_ai_mode"},{"engine":"perplexity","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:perplexity"},{"engine":"claude","evidence_ref":"813037c1-c820-402e-bff4-ac1286662642:claude"}]}],"completed_answers":7,"owned_citation_rate":0}],"attributes":{"role":"Business Unit Director","needs":["Executive MBA (EMBA) or doctorate-level executive development pathways","Structured board work and governance masterclasses","Open-enrollment advanced leadership and general management modules","Flexible, blended study models with weekend or modular classroom sessions"],"industry":"Technology, industrial manufacturing, or professional services","seniority":"Executive (C-suite / VP / Director)","objections":["Significant time commitment diverting attention from urgent operational duties","High program fee requiring formal justification to the CEO or board","Concern that academic coursework may prove too theoretical for immediate commercial realities"],"pain_points":["Navigating high-level strategic ambiguity without comprehensive general management preparation","Siloed functional perspective when moving from operational roles to cross-company executive duties","Rapidly shifting regulatory expectations surrounding board oversight and sustainability reporting","Limited access to confidential peer sparring outside direct competitors"],"buying_roles":["decision_maker","end_user"],"company_size":"50–499 employees","current_tools":["Ad-hoc leadership workshops","Informal advisory networks","Functional management seminars"],"buying_triggers":["Appointment to an executive management team or board seat requiring broader governance and financial oversight","Strategic pivot or international expansion demanding advanced general management and leadership capabilities","Corporate sponsorship or professional development allocation becoming available for executive education"],"generation_hint":"Base this persona on 'Senior Executive / Business Unit Leader'. Senior business leaders seeking executive degrees, governance mastery, or general management training to navigate executive complexity. Typical roles: Managing Director, Business Unit Director, Chief Financial Officer (CFO), Board Member. Buyer group: 'Mid-Sized Enterprises and Growth Companies' (B2B, 50–249 employees, 250–499 employees). They are looking for: Executive MBA (EMBA) and DBA Programs, Board Work and Governance Training, Open Enrollment Management & General Leadership Programs.","jobs_to_be_done":["Master corporate governance, board duties, and fiduciary responsibilities","Acquire systematic general management and strategic leadership frameworks","Build an external peer network of fellow senior executives across complementary industries","Lead business unit transformation and navigate complex market changes"],"desired_outcomes":["Confident leadership in high-level strategic transformation and complex decision-making","Robust grasp of corporate governance standards, board liability, and ESG obligations","Expanded, high-caliber network of executive peers for ongoing strategic sparring","Actionable business renewal strategies directly applicable to company growth"],"responsibilities":["Leading business unit strategy, operational execution, and P&L performance","Reporting to the board of directors and contributing to executive committee decisions","Managing organizational transformation and cross-functional team alignment"],"success_measures":["Measurable improvement in business unit strategic execution and financial performance","Successful assumption of board-level or corporate governance roles","Direct organizational application of program projects to company growth initiatives"],"decision_criteria":["International accreditation and academic standing of the institution","Practical applicability of frameworks to strategic business challenges","Quality, seniority, and cross-industry diversity of executive peer cohort","Modular and flexible delivery schedule that fits operational demands","Clear focus on corporate governance, strategic renewal, and sustainable growth"],"organization_type":"private_company","alternatives_considered":["In-house executive mentoring and informal peer sparring","Modular online business courses or digital micro-credentials","Engaging specialized strategy consultants for ad-hoc guidance","Delaying executive education due to near-term operational priorities"]},"description":"Senior executive or business unit leader at a Finnish mid-sized or growth-oriented company seeking high-impact executive education, governance training, or general management development to handle strategic complexity and board responsibilities.","customer_type":"business","share_of_voice":0,"visibility_rate":0,"attribute_schema":"persona.business.v2","completed_answers":34,"owned_citation_rate":0},{"id":"50681c66-dd12-457c-a449-9d7842b9890d","title":"Public Sector Team Leaders","market":"FI","prompts":[{"id":"84886e82-bf29-4daf-bba0-fb74170b23f5","leader":{"is_self":false,"apex_domain":"stadinao.fi","canonical_name":"Stadin AO"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:google_ai_mode"},{"rank":null,"engine":"gemini","status":"failed","evidence_ref":null},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:claude"}],"prompt_text":"Mistä voi suorittaa lähiesimiestyön ammattitutkinnon työn ohessa julkiselle sektorille?","prompt_type":"direct","share_of_voice":0,"companies_named":26,"visibility_rate":0,"consensus_answer":"Lähiesihenkilötyön ammattitutkinto soveltuu suoraan julkiselle sektorille, ja se suoritetaan työn ohessa yleensä oppisopimuksella tai verkko-opintoina. Koulutusta tarjoavat muun muassa Stadin AO, Keuda, Careeria, Luksia, OSAO ja Koulutuskeskus Salpaus, joista osalla on ryhmiä julkishallinnolle.","consensus_claims":[{"text":"Lähiesihenkilötyön ammattitutkinto soveltuu suoraan julkiselle sektorille, ja se suoritetaan työn ohessa yleensä oppisopimuksella tai verkko-opintoina.","sources":[{"engine":"chatgpt","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:google_ai_overviews"},{"engine":"copilot","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:copilot"},{"engine":"claude","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:claude"}]},{"text":"Koulutusta tarjoavat muun muassa Stadin AO, Keuda, Careeria, Luksia, OSAO ja Koulutuskeskus Salpaus, joista osalla on ryhmiä julkishallinnolle.","sources":[{"engine":"chatgpt","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:google_ai_overviews"},{"engine":"perplexity","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:perplexity"},{"engine":"claude","evidence_ref":"84886e82-bf29-4daf-bba0-fb74170b23f5:claude"}]}],"completed_answers":6,"owned_citation_rate":0},{"id":"3ae386d6-6245-4575-93f7-6dfec24111f4","leader":{"is_self":false,"apex_domain":"rastorinst.fi","canonical_name":"Rastor-instituutti"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:claude"}],"prompt_text":"Millaisia esihenkilökoulutuksia ja johtamisvalmennuksia Suomessa on tarjolla uusille tiiminvetäjille?","prompt_type":"discovery","share_of_voice":0,"companies_named":26,"visibility_rate":0,"consensus_answer":"Lähiesihenkilötyön ammattitutkinto on suosittu työn ohessa suoritettava virallinen tutkinto uusille tiiminvetäjille. Brik järjestää tiiviitä valmennuksia, kuten Uuden tiiminvetäjän valmennusta. Kauppakamari ja Yritysakatemia tarjoavat lyhyitä kursseja arjen johtamiseen ja roolimuutoksiin.","consensus_claims":[{"text":"Lähiesihenkilötyön ammattitutkinto on suosittu työn ohessa suoritettava virallinen tutkinto uusille tiiminvetäjille.","sources":[{"engine":"google_ai_overviews","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:google_ai_mode"},{"engine":"copilot","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:copilot"}]},{"text":"Brik järjestää tiiviitä valmennuksia, kuten Uuden tiiminvetäjän valmennusta.","sources":[{"engine":"chatgpt","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:chatgpt"},{"engine":"claude","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:claude"}]},{"text":"Kauppakamari ja Yritysakatemia tarjoavat lyhyitä kursseja arjen johtamiseen ja roolimuutoksiin.","sources":[{"engine":"google_ai_overviews","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:google_ai_overviews"},{"engine":"copilot","evidence_ref":"3ae386d6-6245-4575-93f7-6dfec24111f4:copilot"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42","leader":{"is_self":false,"apex_domain":"haus.fi","canonical_name":"HAUS"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"failed","evidence_ref":null},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:claude"}],"prompt_text":"Mikä koulutus sopisi parhaiten julkishallinnon uudelle tiiminvetäjälle, joka tarvitsee käytännön työkaluja tiimin johtamiseen ja kehityskeskusteluihin?","prompt_type":"recommendation","share_of_voice":0,"companies_named":8,"visibility_rate":0,"consensus_answer":"Lähiesihenkilötyön ammattitutkinto tarjoaa kattavan ja virallisen tutkinnon arjen johtamiseen työn ohessa. Valtiolle suositellaan HAUSin ja kunta-alalle FCG:n valmennuksia julkisen sektorin reunaehtojen tuntemiseksi. Kehityskeskusteluihin saa välittömiä käytännön työkaluja myös lyhyistä teemakoulutuksista.","consensus_claims":[{"text":"Lähiesihenkilötyön ammattitutkinto tarjoaa kattavan ja virallisen tutkinnon arjen johtamiseen työn ohessa.","sources":[{"engine":"google_ai_overviews","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:google_ai_mode"}]},{"text":"Valtiolle suositellaan HAUSin ja kunta-alalle FCG:n valmennuksia julkisen sektorin reunaehtojen tuntemiseksi.","sources":[{"engine":"google_ai_overviews","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:google_ai_mode"},{"engine":"claude","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:claude"}]},{"text":"Kehityskeskusteluihin saa välittömiä käytännön työkaluja myös lyhyistä teemakoulutuksista.","sources":[{"engine":"google_ai_mode","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:google_ai_mode"},{"engine":"copilot","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:copilot"},{"engine":"claude","evidence_ref":"5b7dbfc1-3f3a-46e5-b228-8759d3225a42:claude"}]}],"completed_answers":6,"owned_citation_rate":0},{"id":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af","leader":{"is_self":false,"apex_domain":"fai.fi","canonical_name":"Forssan ammatti-instituutti"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"failed","evidence_ref":null},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"failed","evidence_ref":null},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:claude"}],"prompt_text":"Kannattaako uuden esihenkilön suorittaa virallinen lähiesimiestyön ammattitutkinto vai osallistua lyhyempään johtamisvalmennukseen?","prompt_type":"comparison","share_of_voice":0,"companies_named":1,"visibility_rate":0,"consensus_answer":"Lähiesihenkilötyön ammattitutkinto tarjoaa virallisen pätevyyden ja laajan pohjan pitkäjänteiseen johtamiseen. Lyhyempi valmennus antaa puolestaan nopeita työkaluja ja kohdennettua tukea arjen konkreettisiin haasteisiin. Valinta riippuu esihenkilön ajasta, aiemmasta kokemuksesta sekä työnantajan tuesta.","consensus_claims":[{"text":"Lähiesihenkilötyön ammattitutkinto tarjoaa virallisen pätevyyden ja laajan pohjan pitkäjänteiseen johtamiseen.","sources":[{"engine":"google_ai_overviews","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:google_ai_overviews"},{"engine":"perplexity","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:perplexity"},{"engine":"copilot","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:copilot"},{"engine":"claude","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:claude"}]},{"text":"Lyhyempi valmennus antaa puolestaan nopeita työkaluja ja kohdennettua tukea arjen konkreettisiin haasteisiin.","sources":[{"engine":"google_ai_overviews","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:google_ai_overviews"},{"engine":"perplexity","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:perplexity"},{"engine":"copilot","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:copilot"},{"engine":"claude","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:claude"}]},{"text":"Valinta riippuu esihenkilön ajasta, aiemmasta kokemuksesta sekä työnantajan tuesta.","sources":[{"engine":"google_ai_overviews","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:google_ai_overviews"},{"engine":"gemini","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:gemini"},{"engine":"copilot","evidence_ref":"ad9705c7-8575-4ea4-9eff-6f4cb3dda1af:copilot"}]}],"completed_answers":5,"owned_citation_rate":0},{"id":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12","leader":{"is_self":false,"apex_domain":"kmfuture.fi","canonical_name":"KM Future"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"failed","evidence_ref":null},{"rank":null,"engine":"google_ai_mode","status":"failed","evidence_ref":null},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:claude"}],"prompt_text":"Olen siirtynyt asiantuntijasta tiimini esihenkilöksi, ja delegointi entisille kollegoille sekä vaikeat puheeksiotot tuntuvat hankalilta. Miten tätä roolivaihdosta voisi helpottaa koulutuksen avulla?","prompt_type":"problem","share_of_voice":0,"companies_named":6,"visibility_rate":0,"consensus_answer":"Koulutus tukee uutta esihenkilöä identiteetin rakentamisessa ja ammatillisten rajojen asettamisessa entisiin kollegoihin. Delegointi- ja valmennustaidot opettavat jakamaan vastuuta ja päätösvaltaa ilman mikromanageerausta. Puheeksiottoihin saa tukea roolipeleistä sekä selkeistä keskustelumalleista, joissa edetään havainnosta ratkaisuun.","consensus_claims":[{"text":"Koulutus tukee uutta esihenkilöä identiteetin rakentamisessa ja ammatillisten rajojen asettamisessa entisiin kollegoihin.","sources":[{"engine":"chatgpt","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:chatgpt"},{"engine":"copilot","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:copilot"},{"engine":"claude","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:claude"}]},{"text":"Delegointi- ja valmennustaidot opettavat jakamaan vastuuta ja päätösvaltaa ilman mikromanageerausta.","sources":[{"engine":"chatgpt","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:chatgpt"},{"engine":"gemini","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:gemini"},{"engine":"copilot","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:copilot"}]},{"text":"Puheeksiottoihin saa tukea roolipeleistä sekä selkeistä keskustelumalleista, joissa edetään havainnosta ratkaisuun.","sources":[{"engine":"gemini","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:gemini"},{"engine":"perplexity","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:perplexity"},{"engine":"copilot","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:copilot"},{"engine":"claude","evidence_ref":"e4403bc7-78df-4b73-86ea-2c2a7cb03f12:claude"}]}],"completed_answers":5,"owned_citation_rate":0}],"attributes":{"role":"Team Leader","needs":["Open enrollment management and general leadership programs","Vocational qualifications and competency-based upskilling programs","Actionable supervisory methods for induction, appraisal discussions, and daily operational coordination"],"industry":"Public Administration","seniority":"First-line management","objections":["Fear that training coursework will take too much time away from pressing operational service commitments","Worry that curricula will be overly academic and detached from the procedural constraints of the public sector"],"pain_points":["Lack of formal training on conducting difficult performance conversations and setting KPIs","Struggle to delegate operational tasks after previously working as an individual specialist peer","Balancing daily citizen-facing service responsibilities with managerial administrative demands"],"buying_roles":["end_user","influencer"],"company_size":"250–1,000 employees","current_tools":["Agency intranet guidance and standard municipal administrative guidelines","Ad-hoc team meetings and informal check-ins"],"buying_triggers":["Recent promotion from individual specialist or civil servant to first-line supervisory responsibility","Emergence of team friction, communication bottlenecks, or role confusion following departmental restructuring","Availability of agency development funding or subsidized national qualification frameworks"],"generation_hint":"Base this persona on 'First-Time Manager / Team Leader'. New supervisors, team leaders, or functional professionals acquiring foundational management methods and competency-based credentials. Typical roles: Team Leader, First-Line Manager, Operations Supervisor, Project Manager. Buyer group: 'Public Sector and Regulated Organizations' (public_sector, 50–249 employees, 250–1,000 employees, 1,000+ employees). They are looking for: Open Enrollment Management & General Leadership Programs, Vocational Qualifications & Competency-Based Upskilling.","jobs_to_be_done":["Build fundamental supervisory competence in delegation, feedback, and performance tracking","Address interpersonal friction and guide team culture during administrative transitions","Earn a recognized competency-based management credential that supports professional advancement"],"desired_outcomes":["Smooth transition from peer specialist to authoritative, supportive team leader","Consistent, structured execution of performance discussions and operational goal-setting","Attainment of a formally recognized Finnish supervisory qualification"],"responsibilities":["Leading day-to-day operations and task allocation for a team of specialists or frontline staff","Facilitating team onboarding, regular 1-on-1 check-ins, and performance development discussions","Translating administrative guidelines and agency goals into operational team priorities"],"success_measures":["Achievement of team operational service targets without administrative backlogs","Higher employee engagement and team cohesion in annual municipal work environment surveys","Formal completion and certification of the supervisory qualification program"],"decision_criteria":["Direct applicability of practical management tools to daily public-sector operational realities","Flexibility of blended or modular schedules to minimize disruption to core administrative duties","Eligibility for recognized Finnish vocational qualifications or accredited leadership certificates","Credibility and track record of the training institution in leadership development"],"organization_type":"government","alternatives_considered":["Relying on informal peer mentoring and ad-hoc self-study","Internal non-accredited orientation workshops provided by agency HR","Doing nothing and continuing to manage operational issues by trial and error"]},"description":"Newly appointed frontline supervisor in Finnish public administration seeking practical management toolkits and recognized leadership credentials to guide former peers effectively while maintaining public service delivery standards.","customer_type":"business","share_of_voice":0,"visibility_rate":0,"attribute_schema":"persona.business.v2","completed_answers":29,"owned_citation_rate":0},{"id":"7f535868-3fd7-47d4-b64b-06646c1f26f6","title":"Public Sector Personnel Development Directors","market":"FI","prompts":[{"id":"25869a8a-e1f4-414e-8d0b-29f9480e7cbe","leader":{"is_self":false,"apex_domain":"fcg.fi","canonical_name":"FCG Finnish Consulting Group"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"25869a8a-e1f4-414e-8d0b-29f9480e7cbe:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"25869a8a-e1f4-414e-8d0b-29f9480e7cbe:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"25869a8a-e1f4-414e-8d0b-29f9480e7cbe:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"25869a8a-e1f4-414e-8d0b-29f9480e7cbe:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"25869a8a-e1f4-414e-8d0b-29f9480e7cbe:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"25869a8a-e1f4-414e-8d0b-29f9480e7cbe:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"25869a8a-e1f4-414e-8d0b-29f9480e7cbe:claude"}],"prompt_text":"Mistä löytää julkishallintoon erikoistunutta räätälöityä esihenkilö- ja johtamiskoulutusta Suomessa?","prompt_type":"direct","share_of_voice":0,"companies_named":18,"visibility_rate":0,"consensus_answer":"HAUS kehittämiskeskus järjestää valtionhallinnon tarpeisiin räätälöityjä esihenkilö- ja johtamisvalmennuksia eri johtamistasoille. FCG (Finnish Consulting Group) tarjoaa tilauskoulutuksia erityisesti kunnille ja hyvinvointialueille. 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FCG tarjoaa kunnille ja hyvinvointialueille johtamiskoulutusta, kuten EKJ-valmennusta keskijohdolle ja esihenkilöille. Oppilaitokset ja korkeakoulut tarjoavat julkiselle sektorille ammatillisia tutkintoja, kuten JYET-koulutusta, sekä johdon ohjelmia.","consensus_claims":[{"text":"HAUS järjestää valtionhallinnon eri johtotasoille suunnattuja valmennuksia, kuten Valtio VALO -ohjelmaa.","sources":[{"engine":"chatgpt","evidence_ref":"f2c7ef31-1357-407d-b2b0-e2197ccf2d8b:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"f2c7ef31-1357-407d-b2b0-e2197ccf2d8b:google_ai_overviews"},{"engine":"gemini","evidence_ref":"f2c7ef31-1357-407d-b2b0-e2197ccf2d8b:gemini"}]},{"text":"FCG tarjoaa kunnille ja hyvinvointialueille johtamiskoulutusta, kuten EKJ-valmennusta keskijohdolle ja esihenkilöille.","sources":[{"engine":"chatgpt","evidence_ref":"f2c7ef31-1357-407d-b2b0-e2197ccf2d8b:chatgpt"},{"engine":"copilot","evidence_ref":"f2c7ef31-1357-407d-b2b0-e2197ccf2d8b:copilot"},{"engine":"claude","evidence_ref":"f2c7ef31-1357-407d-b2b0-e2197ccf2d8b:claude"}]},{"text":"Oppilaitokset ja korkeakoulut tarjoavat julkiselle sektorille ammatillisia tutkintoja, kuten JYET-koulutusta, sekä johdon ohjelmia.","sources":[{"engine":"google_ai_overviews","evidence_ref":"f2c7ef31-1357-407d-b2b0-e2197ccf2d8b:google_ai_overviews"},{"engine":"google_ai_mode","evidence_ref":"f2c7ef31-1357-407d-b2b0-e2197ccf2d8b:google_ai_mode"},{"engine":"gemini","evidence_ref":"f2c7ef31-1357-407d-b2b0-e2197ccf2d8b:gemini"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"aab12692-cb01-4d9b-ba56-945eed46c364","leader":{"is_self":false,"apex_domain":"fcg.fi","canonical_name":"FCG"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:claude"}],"prompt_text":"Mikä koulutuskumppani olisi paras kuntaorganisaation keskijohdon muutosjohtamisvalmennukseen?","prompt_type":"recommendation","share_of_voice":0,"companies_named":14,"visibility_rate":0,"consensus_answer":"FCG on usein suositelluin kumppani sen vahvan kuntasektorin tuntemuksen ja päätöksentekoympäristön ymmärryksen ansiosta. FCG järjestää Kuntaliiton ja KT:n kanssa keskijohdolle suunnattua sertifioitua EKJ-valmennusta sekä tilauskoulutuksia. Paras valinta riippuu tarpeesta: esimerkiksi Change Partners Finland soveltuu kansainvälisen Prosci-mallin hyödyntämiseen.","consensus_claims":[{"text":"FCG on usein suositelluin kumppani sen vahvan kuntasektorin tuntemuksen ja päätöksentekoympäristön ymmärryksen ansiosta.","sources":[{"engine":"chatgpt","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:chatgpt"},{"engine":"perplexity","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:perplexity"},{"engine":"copilot","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:copilot"}]},{"text":"FCG järjestää Kuntaliiton ja KT:n kanssa keskijohdolle suunnattua sertifioitua EKJ-valmennusta sekä tilauskoulutuksia.","sources":[{"engine":"google_ai_overviews","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:google_ai_overviews"},{"engine":"gemini","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:gemini"},{"engine":"claude","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:claude"}]},{"text":"Paras valinta riippuu tarpeesta: esimerkiksi Change Partners Finland soveltuu kansainvälisen Prosci-mallin hyödyntämiseen.","sources":[{"engine":"google_ai_overviews","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:google_ai_overviews"},{"engine":"copilot","evidence_ref":"aab12692-cb01-4d9b-ba56-945eed46c364:copilot"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"9c05155e-6ff8-4b47-9e36-146b76795422","leader":{"is_self":false,"apex_domain":"takk.fi","canonical_name":"TAKK"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:google_ai_mode"},{"rank":null,"engine":"gemini","status":"absent","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:gemini"},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:claude"}],"prompt_text":"Mitä eroa on yliopistotasoisella johdon täydennyskoulutuksella ja johtamisen erikoisammattitutkinnolla julkisen sektorin esihenkilöille?","prompt_type":"comparison","share_of_voice":0,"companies_named":6,"visibility_rate":0,"consensus_answer":"Yliopistotasoinen johdon täydennyskoulutus painottaa tutkimustietoa ja strategista johtamista. Se on maksullista eikä yleensä johda viralliseen tutkintoon. Johtamisen erikoisammattitutkinto on virallinen ammatillinen näyttötutkinto, joka keskittyy arjen esihenkilötyöhön ja voidaan suorittaa usein maksutta oppisopimuksella.","consensus_claims":[{"text":"Yliopistotasoinen johdon täydennyskoulutus painottaa tutkimustietoa ja strategista johtamista. Se on maksullista eikä yleensä johda viralliseen tutkintoon.","sources":[{"engine":"chatgpt","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:chatgpt"},{"engine":"google_ai_overviews","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:google_ai_overviews"},{"engine":"perplexity","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:perplexity"},{"engine":"copilot","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:copilot"}]},{"text":"Johtamisen erikoisammattitutkinto on virallinen ammatillinen näyttötutkinto, joka keskittyy arjen esihenkilötyöhön ja voidaan suorittaa usein maksutta oppisopimuksella.","sources":[{"engine":"google_ai_overviews","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:google_ai_overviews"},{"engine":"copilot","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:copilot"},{"engine":"claude","evidence_ref":"9c05155e-6ff8-4b47-9e36-146b76795422:claude"}]}],"completed_answers":7,"owned_citation_rate":0},{"id":"2abf2f71-6646-43da-8a12-e6469d59ad21","leader":{"is_self":false,"apex_domain":"haus.fi","canonical_name":"HAUS"},"engines":["chatgpt","google_ai_overviews","google_ai_mode","gemini","perplexity","copilot","claude"],"outcomes":[{"rank":null,"engine":"chatgpt","status":"absent","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:chatgpt"},{"rank":null,"engine":"google_ai_overviews","status":"absent","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:google_ai_overviews"},{"rank":null,"engine":"google_ai_mode","status":"absent","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:google_ai_mode"},{"rank":null,"engine":"gemini","status":"failed","evidence_ref":null},{"rank":null,"engine":"perplexity","status":"absent","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:perplexity"},{"rank":null,"engine":"copilot","status":"absent","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:copilot"},{"rank":null,"engine":"claude","status":"absent","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:claude"}],"prompt_text":"Julkisen organisaation esihenkilöillä on vaikeuksia viedä hallinnollisia uudistuksia käytäntöön. 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Vertaistuki, sparrausryhmät ja simulaatiot auttavat käsittelemään epävarmuutta sekä muutosvastarintaa.","consensus_claims":[{"text":"Esihenkilöiden osaamista kannattaa kehittää käytännönläheisellä valmennuksella pelkän teorian sijaan.","sources":[{"engine":"chatgpt","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:chatgpt"},{"engine":"copilot","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:copilot"},{"engine":"perplexity","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:perplexity"}]},{"text":"Keskeistä on taito kääntää hallinnolliset uudistukset selkeästi arjen työn merkitykseksi ja vuoropuheluksi.","sources":[{"engine":"google_ai_overviews","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:google_ai_overviews"},{"engine":"copilot","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:copilot"},{"engine":"claude","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:claude"}]},{"text":"Vertaistuki, sparrausryhmät ja simulaatiot auttavat käsittelemään epävarmuutta sekä muutosvastarintaa.","sources":[{"engine":"google_ai_mode","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:google_ai_mode"},{"engine":"google_ai_overviews","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:google_ai_overviews"},{"engine":"copilot","evidence_ref":"2abf2f71-6646-43da-8a12-e6469d59ad21:copilot"}]}],"completed_answers":6,"owned_citation_rate":0}],"attributes":{"role":"Personnel Development Director","needs":["Customized corporate training and leadership development grounded in public administrative contexts","Workplace-integrated vocational qualifications and competency-based credentialing for supervisory staff","Modular and blended learning deliveries accommodating demanding operational schedules"],"industry":"Public Administration","seniority":"Director","objections":["Commercial provider frameworks feeling detached from the nuances and constraints of public-sector governance","Complex, slow public procurement cycles and fixed annual fiscal budgets limiting agility","Time constraints and service delivery pressures that make freeing frontline supervisors for classroom days difficult"],"pain_points":["Difficulty attracting and retaining skilled civil service personnel amid changing administrative demands","Lagging supervisory skills when managing cross-functional public reforms and distributed teams","Paucity of commercial training solutions that address public sector accountability, ethics, and legal frameworks"],"buying_roles":["decision_maker","influencer"],"company_size":"1,000+ employees","current_tools":["Internal learning portals and municipal LMS platforms","Ad-hoc workshops and traditional classroom seminars","Decentralized departmental training budgets"],"buying_triggers":["National policy mandates and government funding initiatives for digital service capability and green transition competencies","Administrative or organizational reforms requiring civil service supervisory and leadership development","Publication of scheduled public procurement tenders or renewal cycles for organizational training framework agreements"],"generation_hint":"Base this persona on 'Public Sector Personnel Development Director'. 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