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Hukumomin shawara insights, tsarin tunani frameworks, da mafi kyawun ayyuka ga kungiyoyi masu yanke shawara.
Hada-hadar Yanke Shawara: Shekaru 240 na Shaida cewa Kungiyoyi sun fi Mutane Guda
A cikin 1785, Condorcet ya tabbatar da lissafi cewa ƙungiyoyi suna fi ƙwararru inganci idan aka haɗa ra'ayoyi yadda ya kamata. Aikin Aristotle na Google ya tabbatar da hakan: tsaro na tunani yana hango ingancin ƙungiya fiye da wanda ke cikin ƙungiyar. Ga abin da kimiyya ta ce — da kuma lokacin da ba a kamata a haɗa kai ba.
Juyin Halin Ilimin Taro: Canza Taro Zuwa Shawarwari Masu Iya Bin Diddigi
Kuna gaji da tarurrukan da mutane ke magana ba tare da cewa komai ba? Koyi yadda za a canza lokacin taron da aka ɓata zuwa yanke shawara mai ma'ana da inganci tare da shirin muhawara kafin taro, kimantawa a lokacin gaske, da cikakken bin diddigin yanke shawara — wanda aka gina bisa ga binciken da aka buga kan ɓatar da lokaci a taro.
Hankalin Tarayya: Shekaru 240 na Bincike — Daga Condorcet zuwa AI
Daga wani mai lissafi na Faransa na karni na 18 zuwa laburaren AI na MIT, kimiyyar basirar rukuni ta ci gaba ta hanyar zaman guda shida. Ga cikakken tarihin.
Bambanci Ya Fi Iko: Me Ya Sa Mafi Kyawun Ma'aikacinku Ba Shine Mafi Kyawun Mai Yanke Shawara Ba
Bincike ya nuna cewa ƙungiyoyin masu tunani daban-daban suna yin fice fiye da ƙungiyoyin ƙwararru masu IQ mai yawa. Ga kimiyyar—da dalilin da ya sa ya fi rikitarwa fiye da yadda labaran ke nuna.
Hankali na Yanke Shawara: Daga Bayanai Zuwa Aiki a Matsayin Kamfani
A cikin 2018, Google ta kirkiro sabon suna na aiki: Babban Masanin Yanke Shawara. Me ya sa? Saboda kasancewar bayanai ba ya zama daidai da amfani da bayanai yadda ya kamata. Ilimin Yanke Shawara — wanda Lorien Pratt ya kirkiro, Cassie Kozyrkov ta aiwatar — yana rufe tazara tsakanin fahimta da tasiri. Ga tsarin da ke bayan kasuwar $68B.
Hukuncin Jeff Bezos guda 3 a Rana: Hanyar Warren Buffett a Baya Amazon
A cikin 2018, Jeff Bezos ya bayyana falsafar yanke shawara: "Ana biya ka don ka yanke shawara kaɗan masu inganci." Ya ba da yabo ga hanyar Warren Buffett. Ga cikakken hira, ka'idojin 10am, da dalilin da ya sa "shawarar zuciya" ba su da abin da kake tunani.
Falsafar Yanke Shawarar Warren Buffett: Katunan Punch 20 da suka gina dala biliyan 900
Jeff Bezos yana ba da yabo ga Warren Buffett saboda falsafar yanke shawara ta. Amma me Buffett kansa ke cewa? Ka'idojin katin bugun 20, misalin wurin da Ted Williams ke da kyau, "jinkirin da ya kusa da kasala," da dalilin da ya sa yake karanta shafuka 500 a rana. Falsafar gaske a bayan dala biliyan 900.
Zaben Miliyan $100 na Elon Musk: Bidiyon Lex Fridman da kowanne Shugaban Kamfani ya kamata ya gani
A cikin wata tattaunawa ta Lex Fridman da ta faru kwanan nan, Elon Musk ya yi lissafi a fili: "Darajar ƙarin kyakkyawan hukunci na iya zama, a cikin sa'a guda, dala miliyan ɗari." Bezos yana ƙidaya hukunci a kowace rana. Buffett yana karanta shafuka 500 don shiri. Musk yana ƙayyade farashin sa'a. Ga dalilin da yasa adadin ba ya zama ƙarya—kuma abin da hakan ke nufi ga kowace ƙungiya a kowace girma.
Steve Jobs ya kore mambobin hukumar saboda sun yarda da shi: Gaskiyar ban mamaki game da hukumar Pixar
A cikin shekaru goma na Pixar a matsayin kamfani na jama'a, Steve Jobs ya cire mambobin kwamitin guda biyu—ba saboda rashin kwarewa ba, amma saboda ba su taɓa sabani da shi ba. Bayanin Ed Catmull na kai tsaye: filayen sabani, sabuntawar Toy Story 2, misalin dutsen dutsen, da dalilin da ya sa hoton "filin karkatar da gaskiya" ke rasa yadda Jobs ya yanke shawara a hakika.
Hankalin Jama'a: Ox na Galton — Gwajin 1906 da ya tabbatar da cewa Jama'a sun fi Masana ƙarfi
Francis Galton ya tafi wani baje kolin ƙasar yana sa ran ya tabbatar da cewa mai jefa kuri'a na yau da kullum ba shi da fata. Maimakon haka, matsakaicin na 787 na hasashen nauyin shanu da aka shirya ya kasance cikin 1% na gaskiya — fiye da ƙwararrun dabbobi. Cikakken labarin gwajin da ya kafa hikimar taron jama'a: hanyoyin, kididdiga, gargadi, da abin da hakan ke nufi ga yadda ƙungiyoyi ke yanke shawara a yau.
Ka'idar Juri na Condorcet: Lissafi mai shekaru 240 a bayan mafi kyawun yanke shawara
A cikin 1785, wani mai lissafi na Faransa ya tabbatar da cewa yawancin mutane kusan koyaushe suna daidai—idan kowanne mai kada kuri'a yana da yuwuwar zama daidai fiye da kuskure. Wannan ka'idar yanzu tana ba da karfi ga AI na hadin gwiwa.
Lokacin da Taruka Suka Karya: Bubbles, Cascades, da Hauka na Kabilu
Halin taron da ke haifar da hikima na iya haifar da hauka. Daga sha'awar tulip zuwa taron Twitter, ga kimiyyar gazawar tarayya—da yadda za a hana ta.
Matar Karfe: Me yasa Mafi Kyawun Masu Tattaunawa ke Yakin Kan Kansu Da Farko
A cikin 2013, Warren Buffett ya gayyaci wani mai sayar da gajeren hannun jari wanda ke yin fare a kan Berkshire a kan dandalin taron shekara-shekara na kansa—don ya gabatar da hujja mafi karfi a kansa. Wannan shine steelmanning. Ka'idojin Rapoport, kotunan tattaunawa, ƙungiyoyin ja na McKinsey, binciken gaskiya—da kuma tuhumar da ke sa yin aikin kare mai laifi ya koma baya.
Yadda McKinsey, Bridgewater, da Amazon ke juya rashin jituwa zuwa yanke shawara (Tsarin)
Bezos ya amince da wani shiri da bai yarda da shi ba da kalmomi shida: "Na ƙi amincewa amma zan bi" — yana fatan zai yi nasara. Wajibcin nuna rashin amincewa na McKinsey, auna gaskatawa na Bridgewater, takardar shafi shida ta Amazon: abubuwa biyar na tsari da dukkansu ukun suka tarayya, da yadda za a aiwatar da su a taronku na gaba.
Daga Toulmin zuwa Transformers: Yadda Hako Huɗa Ya Zama Fasaha
A cikin 1958, wani mai falsafa ya wallafa littafi game da tunani wanda ya ki zama game da tsarin lissafi, kuma an gaya masa cewa ya yi tafiya daga taswira. Shekaru sessan bayan haka, kowanne tsarin da ke karanta rubutu kuma yana gaya maka abin da aka yi muhawara yana amfani da kalmominsa. Tsarin hakikanin muhawara: tabbacin Toulmin, tambayoyin masu mahimmanci na Walton, ragewa ta Freeman, tarin bayanan da ya sa ya zama mai auna, da kuma rabin da ba ya taɓa zama mai sauƙi.
Koyar da Na'urorin Karatu Huɗa: Shekaru Goma na Tarin Bayanan da Aka Yi Alama
Ba da masu fassara guda biyu da aka horar da su paragraph ɗin guda ɗaya kuma ka tambayi wacce jumla ce ikirari. Sau da yawa suna sabani — kuma wannan gaskiyar guda ɗaya ta tsara shekarar da ta canza binciken muhawara daga ra'ayi zuwa aiki mai auna. Me ya sa jituwa tsakanin masu fassara shine ainihin iyaka, me ya sa nau'in ya fi muhimmanci fiye da yawan, da me ya sa karin bayanai ba su taɓa gyara gano dangantaka ba.
Me yasa Gano Harin shine Mafi Wahala a Hako Tattaunawa
Rikici yana cikin ƙananan ƙungiya na bayanan da aka yi wa alama — a cikin wasu tarin bayanai ƙasa da kashi goma na dangantaka. Don haka, samfuran suna koyon cewa yin hasashen jituwa yawanci yana da lafiya, wanda ke juyawa a kan dalilin da za ku yi amfani da shi. Hanyoyi uku na tsari suna kai hari kan gano matsala suna jure warwarewa, da dalilin da ya sa aji mai wuya shine wanda yanke shawara ke juyawa.
Lokacin da LLMs suka hadu da Neman Tattaunawa: Menene ya canza da menene ba ya canza
Tsawon shekaru ashirin, amsar tambayar 'shin za mu iya gudanar da binciken muhawara akan bayananmu?' ita ce wata tambaya: nawa dubban takardu za ku yi wa alama da farko? Manyan samfuran harshe sun sa a daina tambayar wannan. Abin da rushewar bottleneck na corpus ya canza ainihi, abin da ya bar ainihin inda yake, da sabon tuƙi da ya zo yana sanye da kayan kwalliya na mafita.
Yadda Argumentree ke Canza Takardar Shaida Zuwa Itacen Tattaunawa
Shigar da taron kasafin kudi cikin injin fitarwa ka tambayi wane hujja ce ta fi muhimmanci, kuma yana ba ka wani kididdiga — wanda ba daidai bane. Duban matakin sama kan yadda muke amfani da hakar hujja: me ya sa tattaunawa ke rarrabuwa cikin rukuni na kalmomi guda, me ya sa hujja guda daya a kowanne rukuni ke zama babban ikirari, me ya sa amincin samfurin kansa ba shine hanyar da ta dace don zaɓar shi ba, da me ya sa babu komai da zai tsira wanda ba a ambaci daga tushen ka ba.
Asalin Duniya na Huɗaƙƙen Tattaunawa: Yadda Hudu Al'ummomi Suka Kirkiri Lojik
Hankali ba a kirkiro shi sau ɗaya ba. Tsakanin ƙarni na 6 da 4 kafin haihuwa, Indiya, Sin, da Girkanci sun haɓaka tsarin muhawara mai inganci a zaman kansu — kuma daga baya, masana ilimin Musulunci sun haɗa hankalin Girkanci da al'adun muhawara na gida. Wannan shine tushen jerin Roots of Reasoning: dalilin da yasa fitowar juna ke da mahimmanci, abin da kowanne al'ada ta bayar, da abin da tarihin duniya ke koya mana game da yadda za a yi muhawara da kyau.
Hankalin Indiya: Al'adar Shekaru 2,500 daga Nyāya zuwa Tattaunawar Buddist
Tattalin tunani na Indiya tsoho ne, na ƙungiya, kuma yana da matuƙar tsari: Nyāya-sūtra ta lissafa hanyoyi 22 da aka ba suna don rasa muhawara. Syllogism mai mambobi biyar an gina shi don gasa ta jama'a, ba don shaidar sirri ba. Gidan dalilai na Dignāga matrix ne mai sel tara wanda ke raba kyakkyawan shaidar daga mara kyau. Prasaṅga na Buddha, tetralemma, da kuma Jain seven-fold qualification suna cika kayan aikin da Yamma ba ta gina ba.
Mohist Logic: Hanyar Sinawa ta Kwatanta Bambance-bambance
Tunani na gargajiya na Sinanci ya haɓaka muhawara ba tare da tsarin silojism ba. Makarantar Mohist ta nazarci muhawara (biàn), misali, da kuma ingantaccen amfani da sunaye tare da daidaito wanda al'adar Yamma ta yi rashin shi. Inda ilimin lissafi na Girkanci ya tambayi 'Shin wannan yana biye?', ilimin lissafi na Mohist ya tambayi 'Shin wannan suna an yi amfani da shi daidai?' — tambaya daban tare da kayan aiki daban. Ga dalilin da ya sa ilimin lissafi na Sinanci ya ɗauki wata hanya daban, da abin da yake bayarwa a yau.
Hujjantar Musulunci: Daga Tattaunawar Addini Zuwa Kimiyyar Tattaunawa
Falsafar Musulunci ba ta kawai adana lissafin Girkanci ba — ta haɗa shi da al'adun gida na muhawara ta addini da shari'a don samar da wani sabon abu. Kalām (addini), qiyās (misalin shari'a), jadal (muhawara), da a ƙarshe ʿilm al-munāẓara (ilimin muhawara): ƙa'idoji masu tsari don muhawara da ke hango tsarin muhawara na zamani. Ga al'adar da ta watsa Aristotle kuma ta canza shi.
Falsafar Aristotle: Tushen Bahasi na Yammacin Duniya
Aristotle ya kirkiro da karatun tsarin lissafi a cikin al'adar Yamma. Organon dinsa — wanda ya kunshi rukuni, silogisms, nuna, tattaunawa, da kuskure — ya kasance tushen ilimin lissafi na tsawon shekaru biyu. Rhetoric ta kara da jawo hankalin guda uku (ethos, pathos, logos). Amma me Aristotle ya gina ainihi, menene ya faru kafin shi, kuma menene ya rasa? Fahimtar tsarin da ya fi karfi yana da mahimmanci don ganin iyakokinsa.
Siffofi Biyar: Kwatanta Tsarin Huɗa a Tsakanin Al'ummomi
Syllogism na Indiya mai mambobi biyar, syllogism na Girkanci mai mambobi uku, hujjar Mohist daga misali, qiyās na Musulunci, da tetralemma na Buddha — al'ummomi guda biyar sun haɓaka tsarukan daban-daban guda biyar don hujja mai inganci. Kwatanta su yana nuna cewa lissafin Aristotel yana da ƙarfi amma ba cikakke ba, kuma tarihin duniya na hujja yana ba da kayan aikin da ya fi na kowanne al'ada guda ɗaya.
Ingancin Shawara: Abubuwa Shida na Kyakkyawar Shawara — Kafin Ka San Sakamakon
Mafi muni kira wasan a tarihin Super Bowl ana iya cewa hukunci mai kyau ne — kuma wannan rudanin yana da suna. Ingancin hukunci, tsarin da aka tsara daga Stanford ta Carl Spetzler, yana kimanta hukunci ta hanyar abubuwa guda shida a lokacin da aka yanke shawara: tsari, zaɓuɓɓuka, bayani, ƙima, tunani, sadaukarwa. Dokar haɗin gwiwa (inganci = mafi rauni haɗin gwiwa), tuƙin da ya biyo baya, duba mafi rauni na minti 15, da yadda inganta tsarin hukunci ke inganta ingancin hukunci a hankali.
Tsarin Yanke Shawara na Kasuwanci: Wanne za a Yi Amfani da Shi, Yaushe — Jagorar Cikakken Zabi
Tsarin da aka fi amfani da shi a kasuwanci — SWOT — ba shi da wanda aka tabbatar da shi a matsayin mai kirkira, kuma hakan ba ya da mahimmanci: tsarin suna yaduwa saboda suna da amfani. Wannan mai zaɓa yana jagorantar dukansu ta hanyar yanayin yanke shawara: matsayin dabaru (SWOT, PESTLE, Five Forces, BCG), kudi (CBA, NPV, itacen yanke shawara, zaɓuɓɓukan gaske), rashin tabbas (shirin yanayi, ERM), aiwatarwa (matsakaicin ƙididdiga, 7S, PDCA), tunanin ƙungiya (Hats Shida, ra'ayin mai yiwuwa), da kuma rawar da suke takawa (RAPID). Bugu da ƙari, teburin wanda-tsarin-wane — da matakin da kowanne samfurin ke tsallake.
Ka'idar Hasashe: Me Yasa Kungiyarku Ke Tsoron Asara Sau Biyu Fiye da Yadda Take Daraja Nasarori
A cikin gwajin Tversky da Kahneman na 1981, canza kalmar zaɓin rayuwa da mutuwa daga rayukan da aka ceci zuwa rayukan da aka rasa ya juya mafi yawan mutane — 72% sun zaɓi tsaro a cikin ɗaya daga cikin hoton, 78% sun zaɓi haɗarin a cikin ɗayan. Hakanan sakamakon, sabanin zaɓuɓɓuka. Ka'idar da ke bayan juyawar, inda take shafar kasuwanci (ƙara jari, tasirin halin da ake ciki, tasirin mallaka), gaskiyar tattaunawar maimaitawa, da fasahar juyawar hoto da ke kare zaɓuɓɓukan ku.
Zaɓuɓɓukan Gaskiya: Me Yasa Kula da Kofa a Buɗe Hakanan Zabi Ne
A cikin 1994, CFO na Merck ya gaya wa Harvard Business Review cewa kamfanin ya sanya farashin hanyoyin bincikensa tare da lissafin zaɓi — saboda shirin magani yana da jerin hakkin ci gaba, ba wani caca duka ko komai ba. Tunanin zaɓu: nau'ikan zaɓi guda shida da ke ɓoye a cikin taswirarka, dalilin da yasa rashin tabbas ke juyawa daga abokin gaba zuwa dukiya lokacin da aka iyakance rashi, cin zarafin bayan-dotcom da ya ba wa hanyar suna mara kyau, da kuma tsarin ka'idodin kashewa da ke kiyaye shi da gaskiya.
NPV na cewa eh. Shin ya kamata ku? Abin da Cash Flow mai ragi ba zai iya gaya muku ba
Kusan kashi uku daga hudu na CFOs suna amfani da NPV da IRR (Graham & Harvey, 2001) — kuma waɗannan ma'auni biyu na iya zaɓar masu nasara masu sabani daga jerin ayyuka guda ɗaya. Fata na sake zuba jari na IRR da rashin hangen nesa na girma, kiran hukunci na ɓoye na NPV (kudin ragi, ƙimar ƙarshe, sharuɗɗan asali da mai tallafawa ya rubuta), dalilin da ya sa janyewa DCF ba daidai bane, da binciken sharuɗɗi uku da ke canza kowanne samfurin zuwa hujja mai jayayya cikin mintuna goma sha biyar.
Yadda Ake Fitar da Shawarwari Daga Takardun Taro (Ba kawai ta Taƙaita su ba)
Wani rubutaccen takarda da kuma taƙaitaccen bayani na AI suna ɗaukar abin da aka faɗa — ba abin da aka yarda da shi da dalilin da ya sa ba. Abubuwa huɗu da za a fitar daga rubutaccen takarda, shekaru ashirin na binciken magana a taro kan dalilin da ya sa hakan ke da wahala, da yadda fitar da AI tare da mutum a cikin tsarin ke gina tarihin maimakon wani taƙaitaccen bayani.
Sam Altman's MENENE vs YADDA: Kashi 5% na Lokacin Shugaban Kamfani Wanda Hakika Yake da Mahimmanci
Sam Altman ya raba aikin Shugaban Kamfani zuwa kashi 5% na yanke shawara MENENE da kashi 95% na tabbatar da hakan — kuma yana gudanar da OpenAI tare da, a cewarsa, babu babban shiri banda manyan samfura da kyawawan kayayyaki. An tabbatar da maganar 2018 da kuma ci gaban ta na 2025, labarin Playground da ya zama ChatGPT, hanyoyi hudu don sa rarrabewar ta yi aiki, da inda Roger Martin da Mintzberg ke jayayya.
Yadda Ake Rubuta Shawarwari Don Su Dore (kuma Su Daina Samun Sabon Tattaunawa)
Ayyuka ba su ne rajistar ba: RAPID, DACI da RACI suna ba da umarni kan wanda ya yanke shawara — babu wanda ke adana abin da aka yanke da dalilin da ya sa. Hanyar da ta dace: rajistar yanke shawara mai filaye bakwai, aikin ADR da take gina kan, halayen da ke sa ta tsaya, da kuskuren da ke kashe ta.
Minutes na Taro vs Rajistar Shawara: Me Yasa Daya Ke Lalacewa Kuma Wani Shi Ne Tunanin Ka na Cibiyar
Ana tsara minutes bisa ga taro; ana tsara rajistar yanke shawara bisa ga yanke shawara — kuma wannan bambanci yana yanke hukunci kan waɗanne tambayoyi ƙungiyarku za ta iya amsa shekara guda daga yanzu. Inda minutes ke samun nasara, inda rajistar ke samun nasara, da yadda za a gudanar da duka ba tare da maimaita lissafi ba.
Abu na Aiki vs. Shawara: Me Ya Sa Rubutun Taronku Ke Kama Abu Mara Dace
Wani abu mai aiki yana rufewa lokacin da aikin ya kammala; shawara tana kasancewa mai ɗaukar nauyi na tsawon shekaru. Kungiyoyi suna adana kayan da za a iya jefawa da kyau amma suna rasa wanda zai ɗore — iyakar matakin aiki, dalilin da yasa jigon tikitin ba shi da rikodi, da gyaran layi ɗaya.
Yadda Ake Gujewa Tunani Na Rukuni: Gina Kiyayya Mai Tsari A Cikin Kowace Shawara
Masu ba da shawara na Bay of Pigs ba su yi wauta ba — kuma bayan watanni goma sha takwas, waɗannan maza suna gudanar da ɗaya daga cikin mafi kyawun shawarwari na ƙarni. Hanyoyi guda biyar na tsari (shugaba yana magana a ƙarshe, jayayya ta gaskiya kan masu jayayya da aka sanya, ƙungiyoyin ja, binciken kafin mutuwa, jayayya da aka rubuta), tare da abin da binciken ya goyi bayan da gaske.
Gargadi na Yanke Shawara a Kungiyoyi: Me Yasa Shawarar Ka ta Karshe na Rana Ita Ce Mafi Mummuna
Rashin kuzari ya gaza maimaita shi a dakin gwaje-gwaje 23 kuma binciken alkalai masu yunwa yana da sabani na hanyoyin aiki — wannan rubutun yana gaya muku gaskiya, sannan yana nuna dalilin da ya sa kungiyar ke gyara aikin duk da haka: manyan shawara na farko, zaɓuɓɓukan ƙananan an haɗa su, kuma kada a yanke hukunci mai mahimmanci a cikin mintuna biyar na ƙarshe na taron da ya wuce lokaci.
Paradox na Zabi: Me yasa ba za ka iya yanke shawarar da ta dace ba
Nazarin jam ya sa yawan zaɓi ya zama sananne; wani bincike na meta na gwaje-gwaje 50 ya gano tasirin matsakaici kusa da sifili; wani bincike na meta na biyu ya gano yana da gaske a ƙarƙashin sharuɗɗa hudu — waɗanda ke bayyana manyan shawarar ƙungiyarku daidai. Tsarin bincike na gaskiya, jarkar da aka ba da hakki daidai, da gyare-gyare guda biyar don jinkirta.
Yarda vs. Ra'ayi: Gwajin Kwatancen Da Ke Canza Yadda Kungiyoyi Ke Yanke Shawara
Ra'ayi yana tambayar ko ka yarda; amincewa tana tambayar ko za ka iya jayayya akanta — kuma bambancin tsakanin ƙin yarda da damuwa shine tsarin da ke sa bambancin ya yi aiki. Bugu da ƙari, gaskiyar da tsarin ke tsallake: Sociocracy 3.0 da Holacracy suna bayyana gwajin ƙin yarda a hanyoyi daban-daban, don haka rubuta naka.
Yadda Ake Yanke Shawara Mafi Kyau: Dabaru, Kuskure, da Tsarin Da Ke Aiki Gaskiya
Kawai kashi 20% na shugabanni suna cewa kungiyoyinsu suna da kwarewa a yanke shawara — yayin da rabi ke ciyar da kashi uku na lokacinsu suna yanke shawara. Ratar tana cikin tsarin aiki, ba hankali ba: motsi guda biyar — tsara bisa ga dawo da shi, kafa kafin zaɓuɓɓuka, tsara tattaunawa, yanke shawara bisa ga tsarin aiki, rubuta da duba — kowanne tare da zurfin bincike da aka haɗa.
Mafi Kyawun Hanyoyin Gudanar da DAO: Daga Rikici Zuwa Jituwa
Beanstalk ya rasa $182M ta hanyar gudanarwa da ta yi aiki daidai da yadda aka tsara; Tornado Cash an kama ta ta hanyar wani shiri; kuri'ar whale na Compound ta wuce 51/49 — kuma rikodin kimiyya yana cewa gazawar shiru sun fi tsada. Ginshikan guda biyar da hare-haren da aka rubuta suka yi, tare da kowane ikirari da aka samo.
Herbert Simon ya lashe kyautar Nobel saboda tabbatar da cewa ba za ka iya yanke shawara mai kyau ba. Ga abin da za a yi maimakon haka.
Nobel na tattalin arziki na 1978 ya tafi ga mutum wanda ya tabbatar da cewa mai yanke shawara mai hankali na littattafan karatu ba ya wanzu. Takunkumin uku, kungiyoyi a matsayin tsarin tunani, da karatun 2025 suna nuna cewa LLMs ma suna da iyaka.
Daina Neman Shawarar Da Ta Dace. Binciken Kyautar Nobel Ya Ce "Mai Kyau Isasshe" Yana Nasara.
Masu neman aiki da suka fi kima sun sami kashi 20% fiye da sauran kuma sun ji rashin jin daɗi game da hakan. Yadda za a yi gamsuwa da gangan: tsarin matakai biyar, ka'idar dakatar da 37% mafi kyau, da gwajin ƙofa ɗaya/ƙofa biyu don lokacin da za a fi kima maimakon haka.
Masanin Shawara Wanda Ya Tattara AI: Yadda Injin Tunanin Kirsimeti na Herbert Simon Ya Canza Komai
Janairu 1956: wani mai nazarin tattalin arziki ya gaya wa ajinsa cewa ya kirkiro wata na'ura mai tunani a lokacin Kirsimeti. The Logic Theorist, shaidar da ta faranta wa Bertrand Russell rai — da kuma katin sakamako na gaskiya kan ko zurfin koyo ya tabbatar da cewa Simon ya yi kuskure.
12 Kuskuren Tunani da ke kashe Dabarunku (Hanyoyin Kasuwanci na Gaskiya sun haɗa da)
Labarun son zuciya masu shahara yawanci ana ba su labari ba daidai ba: binciken Nokia na karshe ya gano tsoro, ba makanta ba. Son zuciya 12, binciken tsarin ya fi nazari ta hanyar shida, adadin premortem na gaske — da dalilin da ya sa ba a kamata a nada mai kare shaidan ba.
14 Kurakurai na Hankali da ke ɓoye a cikin Dakin Taro na ku — da Yadda za a Yi Musu Kariya a Hanyar Kwararru
Jagorar filin mai tsarin 14 tare da ƙididdiga da za ka iya faɗi a fili, tuƙi na kuskure-kuskure, kundin asali na Aristotle — da kuma binciken 2025 da ya nuna cewa AI na aikata waɗannan tsarin ma.
Hanyar Taro ta Socrates mai shekaru 2,400: Tambayoyi guda shida da suka fi kowanne tsarin zamani.
Athens ta hukunta wani mutum saboda tambayar mutane su tabbatar da abin da suka ce suna sani — hanyar ta wuce hukuncin. Nau'in tambayoyi guda shida, aikin Netflix na neman sabani, juyin Munger, da dokoki guda biyu na taron Socratic.
Kayan Aikin Tunanin Kwarai: Hanyoyi 8 Da Ke Gina Hujja Mai Kaifi
Gargadin fitarwa na 2025 — masu amfani da AI masu nauyi sun sami mafi ƙanƙanta a kan tunani mai zurfi — da shirin counter: kayan aiki guda takwas da ke sa ku yi tunani da kyau, wanda ke jagorantar taswirar hujja da kuma ƙimar ~0.8 SD da aka auna.
Taswirar Tattaunawa: Kayan Aiki na Hoto da ke Bayyana Hanyoyin Yanke Shawara Masu Wahala
Daren kafin Challenger, hujjojin rashin kaddamarwa sun kasance — tsarin bai kasance ba. Tsarin matakai 5, shaidar ~0.8 SD da aka auna, shahararrun hukunci guda uku da aka sake karantawa a matsayin tsarin hujja, da kuma lokacin da ba za a yi taswira ba.
Samfuran Tunani don Yanke Shawara: 7 Masu Mahimmanci da Ya Kamata a San, Tabbatar da Shaida
Hanyoyi bakwai tare da tushen su na farko, matsayin shaidarsu — guda daya kawai tana da girman tasiri da aka auna — da kuma gaskiyar da ta bayyana dalilin da ya sa sanin jerin ba ya canza komai. Jerin akasin tushen da aka samo.
Al'adar Taro: Wane Taro Ya Kamata Ya Zama Na Async (Gwajin Tambayoyi Hudu)
Babu abin da ya faru a wannan taron da ya bukaci kowa ya kasance a wurin a lokaci guda — wannan ne ainihin korafin, kuma yana da gwaji. Tambayoyi hudu, tsarin guda biyar da yawanci ke kasa musu, dalilin da ya sa a kan tsara taron da za a iya aika ta imel duk da haka, da kuskuren akasin da babu wanda ya lura.
Amazon 6-Pager yana da matsala. Ga abin da zai biyo baya.
Ka'idar ta dace; tsarin yana da matsaloli. An tabbatar da maganganun Bezos, kimiyyar saurin karatu (238 wpm, Brysbaert 2019), binciken samun dama — da yadda za a kiyaye tsaurin yayin gyara rashin shiga.
Tsarin Kora na IBM: Shawarwarin da suka Haifar da 'Yan Takarar Dala Tiriliyan
Xerography a 1944, yarjejeniyar DOS a 1980, sayen komai a cikin gajimare a shekarun 2000. Kwanaki goma sha uku da aka rubuta, son zuciya a bayan su, da zurfin bincike da aka samo cikin mafi tsada tsarin a tarihin kasuwanci.
Lokacin da Mafi Kyawun Ma'aikacinku ya yi ritaya, Takardun suna nan — kuma Dalilin ya tafi
Lambobin da aka duba (Gallup, Panopto), lambobin shahararru da ba sa tsira daga duba, layin ilimin boye na Polanyi — da dalilin da ya sa gyaran da za a iya fadada yana kama tunanin yanke shawara a lokacin yanke shawara.
Amazon ta haramta PowerPoint. Google na da ka'idojin rubutu. Me kamfaninku ke yi?
Shekara guda kafin Bezos ya haramta PowerPoint, hukumar binciken hadarin Columbia ta zargi wani slide. Taron da aka rubuta a farko a Amazon, Google, Bridgewater da McKinsey — ainihin lambobin HBR, da sigar mataki 4 da kowanne ƙungiya za ta iya gudanarwa.
Matakai 4 na Tattaunawa Mai Ma'ana (da Dokoki 10 da ke Tabbatar da Adalci)
Taron fuska da fuska, bude, muhawara, kammala — tsarin pragma-dialectical wanda ke juya rashin jituwa zuwa hukunci da aka rubuta, dokoki goma da ke tabbatar da adalci, da dalilin da ya sa kuskure kawai wani doka ne da aka karya. Hakanan abin da binciken AI na 2024 a cikin Kimiyya ke cewa game da tattaunawa mai tsari.
Yadda Ake Samun Goyon Bayan Masu Ruwa Da Tsaki: Daina Sayar Da Shawarar, Nuna Dalilin
Binciken tsarin adalci ya ce tun daga 1997: mutane suna yarda da shawarar da ba su yarda da ita ba lokacin da tsarin ya kasance a fili adalci. Abin da ke gina yarda ainihi — shiga da wuri, dalilai masu bayyana, nuna cewa an yi la’akari da ra’ayoyin — da tsarin matakai shida da ke aiwatar da shi.
Hukuncin Zabe na Async ga Kungiyoyin Nesa: Yanke Shawara Ba Tare da Taron Ba
Matakan guda biyar na shirin yanke shawara a rubuce: tayin tare da mahallin, taga da mai yanke shawara da aka ambata, hujjoji masu tsari, magance sabani a fili, da kuma rikodi. Bugu da ƙari, ciniki mai gaskiya (asynchronous yana ɗaukar lokaci mai tsawo a kowace shawara, yana sauri a kowace ƙungiya) da kuma waɗanne shawara za a riƙe a cikin lokaci guda.
Shin Ƙungiyoyin Nesa Na Yiwuwar Yanke Shawara Mafi Mummuna? Abin da Binciken Ya Ce Gaskiya (da Gyara Mai Sashi 3)
An bayyana bayanan da ba a gani ba (kungiyoyi takwas suna da ƙananan yiwuwar bayyana amsar da ta dace), binciken meta na sadarwar kwamfuta, da kuma binciken hanyar sadarwar ma'aikata 61,182 na Microsoft — abin da hujjojin suka nuna ainihin, dalilin da ya sa nesa ke ƙara ƙarin gazawar ƙungiya, da kuma gyaran tsarin da GitLab ke gudanarwa a cikin manyan ƙungiyoyi.
Gajeren Alhakin AI: Lokacin da Algorithms ke Yin Kurakurai na Miliyan Dala, Wa ke da Alhakin?
Gwamnati da aka kawo ƙasa ta hanyar algorithm na kimanta haɗari, shirin jinƙai na atomatik mara doka, ƙin bayar da bashi daga kuskuren lissafi da ba a kula da shi ba. Ayyukan gaske, ƙalubale uku a cikin tazara, dokokin da ke haɗuwa daga Brussels zuwa New York — da gyaran tsarin.
Hanyar Binciken Shawarar AI: Rubuta Abin da AI ya Ba da Shawara da Abin da Dan Adam ya Yanke Shawara
Samfurin rajistar ba shine hukuncin ba. Filayen guda biyar na hukuncin da za a iya karewa tare da taimakon AI — shigarwa, fitarwa na AI, hukuncin mutum, dalili, lokutan — dalilin da ya sa kowanne daga cikinsu yake da muhimmanci, da abin da Dokar AI ta EU za ta bukaci daga tsarin da ke da babban hadari daga Disamba 2027.
AI Yanke Shawara: Hanyar da Ta Bace a Cikin Bin Doka na AI na Kamfanoni
Wani rajista yana ba ka damar sake gudanar da bututun yau; wani bin diddigi yana ba ka damar nuna abin da ya faru a watan Maris. Taswirar dokoki tare da ainihin ranakun (Digital Omnibus an haɗa), ginshiƙai hudu na bin diddigi na yanke shawara, da yadda za a ci gaba da kasancewa mai tabbatarwa akan samfuran ɓangare na uku.
Dakin Taro a 2030: Yadda AI Ke Rubuta Mulkin Kamfanoni
NBIM tuni yana wallafa dalilan kada kuri'a na taron sama da 10,000 a shekara, kuma Delaware yana da tsarin tantance kwamitin tun daga Van Gorkom. Abin da mulkin da aka inganta da AI ke nufi a zahiri, hoton gaskiya na doka — an haɗa da umarnin da aka soke — da matakai guda biyar ga kwamitoci yanzu.
Mafi Kyawun Kayan Aikin Yanke Shawara na AI don Kungiyoyi (Tattaunawa Gaskiya)
Hudu rukuni da ba sa gasar juna - masu taimakawa taro, dandamali na yanke shawara, masu taimakawa bincike, matrices na yanke shawara, da aikace-aikacen “barin AI ya yanke shawara” - an yi hukunci bisa ga mutum a cikin tsarin, kama tunani, iya duba, da dacewa. Tare da binciken son kai na atomatik a bayan ka'idojin.
Daga Sakamakon Bincike Zuwa Shawara: Rufe Ramin Kayan Aikin Tattaunawa Ke Barin Bude
Bincike yana ba ku bayanai, ba shawara ba. Hanyar matakai biyar — karanta, jigo, auna, yanke shawara, rubuta — tare da binciken murya na karya akan dalilin da yasa shigarwar da kuke tattarawa ba ta bayyana a fili ba tana juyawa.
Binciken Hanyoyin Zama: Hanyoyi 5 don Gaskiya Jin (da Aiki akan) Ƙungiyarku
Binciken ba ya yi kuskure — ba ya isa. Rukunin zaɓi guda biyar da aka yi hukunci da kyau a kan matakin da aka ƙidaya→ji→nuna nauyi, bango na haɗin gwiwar Gallup, da tsarin da ke aiki: ajiye ma'aunin zafi, ƙara magani.
Zaɓuɓɓukan Taron Tattaunawa: Menene za a yi amfani da shi maimakon a cikin Kwasa-kwasan Kan Layi
Allon da aka yi da zaren yana fadi a tsarin gini — babu siffa, abubuwan da ke jawo sha'awa, tarin maimaitawa, dalibai masu shiru da aka binne. Zabi sun yi kwatankwacin adalci, tare da shaidar tasirin taswirar muhawara (~0.7–0.8 SD na samun tunani mai zurfi) a bayan mafi karfi daga cikinsu.
Samfurin Shawarar Vroom-Yetton: Yaushe za a yanke shawara kadai, Yaushe za a tuntubi, Yaushe za a bar kungiyar ta yanke shawara
Vroom da Yetton sun nuna a 1973 cewa salon yanke shawara mai kyau yana da alaƙa da yanayi, ba mutum ba: salon guda biyar daga mulkin kama-karya zuwa amincewar ƙungiya, tambayoyi guda bakwai na tantancewa, itacen yanke shawara guda ɗaya — tare da shaidar shari'o'i daga janyewar Tylenol zuwa Apollo 13, da gaskiyar iyakokin samfurin.
Hankalin Ilimi na Tsakiyar Zamanin: Yadda Jami'a Ta Kirkiro Tattaunawar Tsara
Boethius ya watsa Aristotle, Abelard ya juya sabani zuwa hanyar aiki, jami'a ta sanya muhawara a matsayin tsarin karatu, kuma obligationes — wasan daidaito ba tare da wani misali na Girkanci ba — a hankali ya zama kare jigon bincike. Al'adar Latin, daga 500 zuwa 1662.
Illusion na Upvote — Me ya sa Shaharar ke kashe Inganci
Binciken 'bomba na Boston' na Reddit ya tabbatar da wannan batu a cikin babban ma'auni: ƙarin kuri'a yana auna yarda, lokaci da daidaito — ba ingancin muhawara ba. Yadda tsoron ƙarin kuri'a ke haifar da wasan kwaikwayo na juyin shiru, dalilin da yasa wannan ilimin kimiyya ke aiki a cikin Slack da tarurruka, da abin da kimanta muhawara maimakon mutane ke canza.
Hankali ko Wahala? Yaushe Taruka Suke Yin Daidai (da Yaushe Ba Su Yi Ba)
Galton's ox da kumfar 2008 sun yi amfani da irin wannan na'ura ta kididdiga tare da sakamako masu sabani — saboda hikimar taron jama'a wani abu ne na yanayi, ba taron jama'a ba. 'Yancin kai, bambanci, daidai tarawa; yadda dandamali ke karya duk uku; da binciken Navajas wanda ya gano cewa kananan tattaunawa masu tsari suna doke manyan taron jama'a.
Matsalar Meritoƙrasi — Me yasa "Mafi Kyawun Ra'ayi Ya Ci Nasara" ke Gaskiya Ba Tare da Tsari Ba
Duk kamfani na ikirarin cewa mafi kyawun ra'ayi ne ke lashe; kusan babu wanda ke da tsarin da ya sa hakan ya zama gaskiya. Me ya sa kimantawa mara tsari ke hukunta mutane masu ra'ayoyi (tasirin HiPPO), me ya sa tunanin da ba a bayyana sunan mai ra'ayi ba bai isa ba, da kuma yadda cancanta a matsayin tsira a ƙarƙashin ƙalubale ke bayyana a matsayin injin aiki.
Tatsuniyar Algorithm — Yadda Inganta Hada-Hadar Yana Rage Inganci
Meta's 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Daga Aristotle zuwa Algorithms — Me yasa Tattaunawa Mai Tsari ta fi Tattaunawa Mai 'Yanci kyau
Grek sun sanya hujjoji a cikin tsari mai bayyana; tattaunawar layi ta goge hakan. Tsarin Toulmin na 1958 (ikrar, tushe, izini, musantawa), shaidar van Gelder cewa taswirar hujja tana gina tunani mai zurfi a cikin ma'auni, dalilin da ya sa layukan ke fadi a cikin tsari — da tsarin tattaunawa inda taswirar ita ce hanyar sadarwa.
Ka'idojin Cialdini guda 7 na Tasiri — da abin da suke yi ga shawarar rukuni
Shekaru uku a ƙarƙashin ƙarin a masana'antu da ke sayar da kayayyaki don samun riba sun haifar da levers guda bakwai da ke samun amsa eh. Hakanan su ne hanyoyi guda bakwai da taro ke yarda ba tare da tantance hujja ba — an tsara su bisa ga 7 Argument Traps, tare da maimaitawar da ta gaza.
Kara Tsayawa: Me Yasa Kungiyoyi Ke Ci Gaba da Tallafawa Aikin Da Ya Gagari
Gwajin 1976 da ya ware dalilin: ba rashin nasara ba, amma wanda ya sanya hannu. Expo 86, nazarin meta na samfur 166, da dalilin da ya sa 'watsi da kudaden da aka kashe' ke gyara rabin karamin ɓangaren matsalar.
Pre-Suasion: Duk wanda ya saita ajanda ya riga ya yanke shawara
Ikon sarrafa ajanda shine ƙaramin iko da aka tsara a kowace ƙungiya. Menene ke tsira daga rikicin kwafin priming, menene ba ya tsira, da matakai hudu da ke gyara tsarin kafin ya gyara ku.
Asch, Milgram da Taron: Abin da Gwaje-gwajen Daidaito suka Gano a Gaskiya
Gwaje-gwajen biyu da ke bayan shaidar zamantakewa da iko, an ambace su daidai a karon farko — da kuma tsarin zane da Asch ya gano wanda ke rushe tasirin: abokin tarayya guda.
Tasiri ko Matsi da Aka Kera? Hanyar da Cialdini Ya Zana, da Abin da Ya Kost don Wucewa
Masu gurbata, masu bincike da masu shigo da kaya ba tare da izini ba — tare da gano zaɓin-ragowar, binciken tsarin duhu na shafuka 11,000, DSA Article 25, da kuma sulhun Amazon na dala biliyan 2.5.
Abincin Dala Ashirin: Musayar Juna a Zaben Masu Sayarwa — da Me Ya Sa Bayyanawa Ba Ta Gyara Shi
Juyin juna inda kudi ke cikin hadari: binciken abincin JAMA, gwajin AER da aka gina kamar sayayya, wurin da aka yi kuskure na hangen nesa, da dalilin da yasa bayyana na iya juyawa.
Ba a Kirkira a Nan: Son Rukuni a Kimanta Ra'ayoyi — da Gwajin da ke Rikitar da Shi
Son cikin ƙungiya gaskiya ne (d=0.32), yana da dumi ga masu ciki maimakon ƙiyayya ga masu waje, kuma shawarwarin da kowa ke kaiwa na iya zama magance ƙaramin matsala fiye da yadda suke tunani.
Art of Being Right na Schopenhauer: Jagorar Farko kan Tattaunawa Mai Mummunan Niyya
Mai falsafa ya lissafa dabaru 38 don samun nasara a cikin muhawara ba tare da la'akari da gaskiya ba — faɗaɗa, juyawa, da ad personam a matsayin ƙarshe — sannan ya ajiye rubutun. Takardar 1831 da ke bayan kowanne jagorar zamani na fuskantar rashin gaskiya a muhawara.
Tattaunawar Galileo: Kwanaki Hudu, Masu Magana Uku, da Tabbataccen Karya da Ya Yi
A cikin 1632 an gudanar da muhawara kan Copernican a matsayin kwanaki hudu na tattaunawa tsakanin masu magana uku, suna aiki ta kowanne hujja da ake da ita a lokacin — tudu, mast na jirgin ruwa, harbin bindiga, tsuntsaye, matakan Venus, da rashin parallax na taurari. Kwanaki bayan kwanaki, ciki har da hujjar tazarar ruwa wacce ba daidai ba ce, da kuma matakin rufewa da ya taimaka wajen tura marubucinsa kotu.
OKRs ba su da manufofi. Su ne ka'idojin nasara da ka rubuta a farko.
Manufar da Muhimman Sakamako. Grove ya gina su a Intel a 1971; masu sukar suna cewa suna da MBO na Drucker tare da ingantaccen aiwatarwa. Shaidar tana tare da ka'idar saita manufofi, kuma takardar da ta fi karfi a kan manufofi an mayar da martani daga abokan adawar marubutan kanta a cikin wannan juzu'i. Sabon fassarar da ta tsira: Muhimman Sakamako shine rikodin abin da kuka yarda cewa kyakkyawa zai nufi, kafin kowa ya yi aikin.
Raba Ra'ayoyi Ba Su Canza Komai Ba: Abin da Binciken Kimiyya Ya Gano Game da Tsarin Tattaunawa
Wani bincike na kimiyya da aka yi rajista kafin ya gudana tare da mahalarta 5,734 ya gudanar da kulawa wanda kusan babu wanda ya bayar da rahoto: ƙungiyoyi da suka karanta ra'ayoyin juna ba su taɓa haɗuwa ba (P = 0.64). Tsarawa ra'ayoyin iri ɗaya ya motsa su maki takwas. Abubuwan da aka gano, iyakokin, da inda masu sukar suke da gaskiya.
Kuna Iyi Don Canza Yanke Shawara?
Shiga da hundreds of kungiyoyi ke amfani da Argumentree don tsarin hujja, biyan yanke shawara, da gina ilimi na asali.
Farai Jarabawar Free 14-Rana