We turn your biggest decisions into controlled experiments — so you know what works, why, and by how much, before you scale it. 我們將貴機構的重大決策轉化為對照實驗——在全面推行之前,先讓你知道什麼有效、為何有效、效果多大。 我们将贵机构的重大决策转化为对照实验——在全面推广之前,先让你知道什么有效、为何有效、效果多大。
Book a Scoping Session →預約初步洽談 →预约初步洽谈 → See the Evidence →查看實證案例 →查看实证案例 →Discover how the Lab turns organisational decisions into rigorous experiments.了解實驗室如何將機構決策轉化為嚴謹的實驗。了解实验室如何将机构决策转化为严谨的实验。
Dashboards tell you whathappened. Never why.報表告訴你發生了甚麼,卻從不告訴你為甚麼报表告诉你发生了什么,却从不告诉你为什么
Best practice elsewhere isnot proof in your context.別處的最佳實踐,不是你這裡的證據别处的最佳实践,不是你这里的证据
Scaling an unproven idea isthe costliest experiment of all.把未經驗證的構想全面推行,是最昂貴的實驗把未经验证的想法全面推广,是最昂贵的实验
You know why something worked and by how much, not just that it did.不僅確認有效,更說明為何有效、效果多大。不仅确认有效,更说明为何有效、效果多大。
Controlled experiments inside your live operations — not scenario assumptions, simulations or case studies.於真實營運中進行對照實驗,而非情景假設、模擬推演或案例參考在真实运营中进行对照实验,而非情景假设、模拟推演或案例参考
Success metrics locked in upfront; treatment and control compared with academic rigour.事先鎖定成功指標,以學術標準嚴謹比較實驗組與對照組事先锁定成功指标,以学术标准严谨比较实验组与对照组
Expand what works, stop what doesn't — with causal proof, not correlation or gut feel.推廣有效的,終止無效的——依據因果證據,而非相關性或直覺推广有效的,停止无效的——依据因果证据,而非相关性或直觉
We run different labs to solve different problems — find the one built for yours.我們設有不同的實驗室,解決不同類型的問題——總有一個對應你的議題我们设有不同的实验室,解决不同类型的问题——总有一个对应你的议题
AI &
People &
Sustainability Lab可持續發展實驗室可持续发展实验室Tests whether a green nudge or an ESG change really shifts behaviour, and by how much, not just that it was launched.
Foundations &
Operations &
Customer &Experiments with leading platforms, governments, NGOs and listed companies — every result below survived the world's most demanding independent scientific review.我們與領先平台、政府、公益組織及上市公司合作開展實驗;以下每項結果,均通過全球最嚴格的獨立科學評審我们与领先平台、政府、公益组织及上市公司合作开展实验;以下每项结果,均通过全球最严格的独立科学评审
A large-scale field experiment with a local government in China. When employees no longer knew which supervisor would evaluate them, effort shifted from pleasing evaluators to productive work.與中國一個地方政府合作的大規模田野實驗:當員工不再知道由哪位主管評核自己時,精力從迎合評核者轉向實際工作產出与中国一个地方政府合作的大规模田野实验:当员工不再知道由哪位主管评估自己时,精力从迎合评估者转向实际工作产出
Two parallel experiments with a listed company in China, testing how governance design — who sets suppliers' ESG targets, and how broadly they are audited — engages suppliers in sustainability across the supply chain.與中國一家上市公司同步開展兩組平行實驗,檢驗治理結構設計——由誰釐定供應商 ESG 指標、審核範圍寬窄——如何影響供應商的參與程度与中国一家上市公司同步开展两组平行实验,检验治理结构设计——由谁设定供应商 ESG 指标、审计范围宽窄——如何影响供应商的参与程度
With a Chinese environmental NGO, volunteers monitored 25,000+ polluting firms through the government's real-time emissions disclosure system and filed 3,000+ appeals when standards were violated.與中國一家環保公益組織合作:義工透過政府的實時排放公開系統,監察逾 25,000 家排污企業,發現超標即提出申訴,累計逾 3,000 次与中国一家环保公益组织合作:志愿者通过政府的实时排放公开系统,监测逾 25,000 家排污企业,发现超标即提交申诉,累计逾 3,000 次
With Alibaba's food-delivery platform Eleme, a redesigned checkout across 10 major cities made "no cutlery" the salient choice — nationwide, that would avoid ~3.26 million tonnes of plastic waste a year.與阿里巴巴旗下外賣平台餓了麼合作,於 10 個主要城市重新設計下單界面,使「無需餐具」成為顯眼選項;推展至全國,每年可減約 326 萬公噸塑膠廢物与阿里巴巴旗下外卖平台饿了么合作,在 10 个主要城市重新设计下单界面,使"无需餐具"成为显性选项;推广至全国,每年可减约 326 万吨塑料垃圾
Trusted by industry — ongoing collaborations with Ant Group, Meituan, Octopus, DFI Retail Group, Didi, and more.業界信賴——與螞蟻集團、美團、八達通、DFI 零售集團、滴滴等保持長期合作行业信赖——与蚂蚁集团、美团、八达通、DFI 零售集团、滴滴等保持长期合作
A cross-disciplinary panel of HKU Business School faculty who design, advise on and review Lab studies.由港大經管學院學者組成的跨學科專家庫,為實驗室項目提供設計、顧問與評審支持由港大经管学院学者组成的跨学科专家库,为实验室项目提供设计、咨询与评审支持
Identify 2–3 priority issues or bold ideas ripe for experimentation.共同確定 2–3 個適合以實驗驗證的優先議題共同确定 2–3 个适合以实验验证的优先议题
Define groups, objectives, data and timeline; lock in success metrics.釐定對象、目標、數據與時間表,鎖定成功指標界定对象、目标、数据与时间表,锁定成功指标
Compare outcomes with rigour, then decide: scale, refine, or stop.嚴謹比較實驗結果,據此決定推廣、調整或終止严谨比较实验结果,据此决定推广、调整或停止