數位金融創新實驗室

期交所 打造交易人風險偵測平台

發表人  研究員    發表日期  2022-09-15    點閱次數  2564

Illustration of data analysis graph
面對國際政經變局,金管會主委黃天牧期許資本市場必須「以變應變,鞏固精進,持續提升競爭力」。臺灣期貨交易所亦因應國內外市場脈動,發展創新、韌性及永續的新未來。

政治大學風險管理與保險學系教授謝明華表示,由於衍生性金融商品大都屬於遠期交易合約,存在交易對手的信用風險。因此,期貨及選擇權交易採保證金即時洗價(Marked-to-Market)制度來確保交易的安全性。

綜觀近年新冠病毒疫情、俄烏戰爭、通膨升溫等重大事件持續影響全球金融市場,市場行情變化快速,波動度擴大。交易人從事期貨及選擇權交易,對其持有部位所需保證金及風險的掌控益顯重要。

期交所建置「交易人風險偵測平台」,透過提供交易人評估風險之數位工具,可以大幅提升交易人在期交所部位的風險控管品質。

「交易人風險偵測平台」可計算交易人設算部位各種風險資訊: 包括檢視設算部位所需原始保證金、維持保證金;風險情境分析;以及部位的風險參數(Greeks)。這些資訊可以讓交易人清楚評估交易風險以及調整風險控管策略。

期交所初步規劃在「交易人風險偵測平台」上提供以下功能:交易人在輸入部位資料,產生設算部位後,可進行價格、波動度及相關風險參數等分析,並了解其投資組合曝險資訊。

例如:1.標的資產價格變化(即行情漲跌)對設算部位價值的影響:亦即提供選擇權評價理論中常用的風險參數Delta與Gamma。

2.標的資產價格波動度變化對設算部位價值的影響:亦即提供選擇權評價理論中常用的風險參數Vega。

3.時間變化對設算部位價值的影響:亦即提供選擇權評價理論中常用的風險參數Theta。

4.設算部位保證金試算:提供交易人優化的使用者介面,彈性的投資組合選取,並依期交所保證金訂定方式(單一部位、選擇權策略組合及期貨價差組合部位),計算保證金,比較在不同組合狀況下之保證金變化。

5.壓力測試情境分析:透過風險情境,讓交易人了解未來在不同價格漲跌及波動度增減(如價格漲停/跌停且波動度增加10%)之壓力情境下之損益,並瞭解其投資組合主要風險來源。

謝明華表示,期交所「交易人風險偵測平台」透過設算部位風險參數的計算,讓交易人了解設算部位在各個面向的風險特性,所需保證金,以及在各種極端壓力情境下最大可能損失。

不論有經驗的交易人或市場新進投資人者都可透過該平台,瞭解及評估可能的風險,對提升風險意識,強化期貨市場安全將有實質效益。

在系統正式上線後,透過使用者的使用經驗以及國外相關平台的發展經驗,「交易人風險偵測平台」可以持續精進。在金融市場跟數位科技日新月異的變化下,將可持續滿足交易人的需求。

來源:https://tw.stock.yahoo.com/news/%E6%9C%9F%E4%BA%A4%E6%89%80-%E6%89%93%E9%80%A0%E4%BA%A4%E6%98%93%E4%BA%BA%E9%A2%A8%E9%9A%AA%E5%81%B5%E6%B8%AC%E5%B9%B3%E5%8F%B0-201000379.html



迎戰零接觸經濟 金融業強化線上服務

發表人  研究員    發表日期  2022-09-09    點閱次數  2586


疫情帶來消費場景與需求的轉變,其中金融業是最明顯的產業之一。符世旻攝


疫情帶來消費場景與需求的轉變,其中金融業是最明顯的產業之一。消費者轉為零接觸的線上金融服務,帶動像是電子錢包、行動銀行等的相關數位金融商機,同時,也讓各大金融機構紛紛展開強化線上服務的計畫,除了鎖定台灣本土市場,也瞄準像是東南亞等快速崛起的市場。

近年隨著法規鬆綁,加上疫情催化下,台灣在金融科技的發展應用也開始跑起來,包括在零接觸消費的鼓舞下,行動支付在台灣普及率於2022年初達到6成,並同時宣步要在2025年普及率要超越9成的目標。 事實上,不只台灣,電子錢包浪潮已經席捲各國,特別是東南亞市場的快速崛起。昕力資訊長歐采瑀在「TPI Day 趨勢論壇」上分享東南亞市場商機。

歐采瑀指出,除了中國大陸發展較早而成熟外,無現金支付如今也逐漸成為越南的消費習慣,其與中東市場都有25%以上的成長率。她也相當看好,未來5年內東南亞的數位經濟成長曲線非常大,預估2025年東南亞數位經濟規模將達到3,000億美元,特別是越南、印尼、菲律賓等是「市場潛力巨大者」,其中,先買後付(BNPL)的支付模式正迅速崛起。

除了行動支付外,近年在金管會核准純網銀設立後,包括樂天國際銀行、LINE Bank與將來銀行等3家純網銀紛紛開行,也象徵銀行將走向數位化另一個里程碑,純網銀加入戰局,也讓傳統銀行加快數位轉型的腳步。國泰金控副總經理梁明喬就指出,國泰金控在2016年成立數位數據暨科技發展中心(簡稱數數發中心),未來將推動集團底下六大子公司以圍繞在數位、數據與金融科技的核心下,提供全方位的金融服務。

而雲服務將作為支撐數位經濟的核心技術,Gartner指出,未來95%的數位轉型計畫都會將以雲原生平台作為核心資源。各行各業都在上雲,金融業也不例外,上雲的速度更是名列前茅,尤其在2019年金管會放寬金融業上雲,面對法規鬆綁,雖然金融機構躍躍欲試積極擁抱金融科技,但也因為涉及龐大的隱私數據,使得資安成為金融業首當其中的挑戰,昕力資訊總經理姚勝富就強調,未來金融業的資安要做到「分散且完整」,也就是節點分散,但資安管控要全面。

姚勝富進一步指出,過去企業在資安多是單體架構,比較單純,但未來新型態數位服務不再是單一系統,不僅要上雲端,還要透過各種API與其他服務供應商整合,一個交易或服務的成形,牽涉多個節點,因此在資安策略上,更要考量將每個節點都要納入保護,缺一不可,必須建構在完整的資安防護上。此外,政大風險管理與保險學系教授謝明華則觀察到,在數位金融服務盛行與資安意識雙重效應下,未來金融業也開始朝無密碼身分辨識領域布局,甚至近一步將數位身分落實到元宇宙發展中,都是產業值得關注的焦點。



Are insurers ready for the future of mobility?

發表人  研究員    發表日期  2022-09-08    點閱次數  2201

Illustration of data analysis graph

July 21, 2022For decades, population growth and rising per capita income in Europe were accompanied by an increase in the number of vehicles purchased and kilometers driven. But mobility is at a turning point. The fight against climate change has changed all mobility-related industries—including the insurance market. And as customers become more aware of new technologies, such as autonomous driving and connectivity, both the automotive industry and motor insurers will need to change their product offerings and ways of working. These changes bring challenges to the insurance industry, but they also bring new opportunities.

The traffic turnaround

In 2021, European policymakers significantly enhanced their efforts to reduce transportation emissions. In accordance with the European Green Deal, companies have committed to cutting CO2 emissions from passenger cars by more than half by 2030, compared with 1990 levels, according to the European Commission. More than 150 European cities have already introduced access restrictions, such as reducing private vehicle use in designated areas, and electric-vehicle adoption is expected to reach nearly 50 percent globally over the next decade.

New technologies will also help ease the flow of traffic. The first Level 3 road congestion pilots, for example, can monitor traffic jams and switch the vehicle temporarily to autonomous driving. Level 4 highway pilots, which can monitor traffic and drive autonomously at higher speeds, are expected to be approved for private vehicles by 2025 at the latest. By then, 70 percent of all new vehicles are anticipated to be connected “smart” cars. Additionally, self-driving cabs are already on the roads of cities such as Phoenix, San Francisco, and Seoul. In China, they are projected to account for an estimated two-thirds of all passenger kilometers by 2040. Europe is also expected to introduce these types of vehicles to their streets in just a few years.

Individual mobility still primarily means owning a car. But the consumer market has become more open to new mobility solutions. Electronically booked trips, known as e-hailing, tripled between 2016 and 2021, and the micromobility sector (small electric vehicles, public transport, and shared services) grew by 60 percent in 2021 alone. As these trends continue, more people will shift from owning a car to using alternative transportation options.

How insurance will be affected

As the mobility sector evolves, so will the insurance market. For example, the frequency of claims is likely to decrease significantly in the coming years. At the same time, when accidents do happen, claims will be more significant because of the high cost of component replacements, such as sensors in vehicle bodies or batteries in electric vehicles. More dramatically, privately owned cars will become less popular as fleet businesses and micromobility grow, which will greatly reduce the largest business segment for most motor insurers.

Insurance companies will need to develop new approaches to address the impending decline in car insurance premiums and compensate for this loss with new business models. Motor insurers will also have to get used to a different risk portfolio if liability is transferred from the driver to the manufacturer—an approach that some political leaders are discussing. To adjust, insurers will have to develop new competencies in product development and in actuarial, sales, and customer service departments.

Across the board, the insurance industry must prepare itself for significant shifts in business priorities—the sooner the better.

Where to start

Fortunately, such a change brings opportunities that nimble providers can capitalize on. According to expert estimates, vehicle connectivity alone has the potential to produce $30 billion to $50 billion for the global mobility insurance industry by 2030. That amount would be more than 10 percent of today’s premiums.

Below are four examples of new data-driven approaches that companies can use to seize the potential of mobility shifts:

  1. Behavior-based pricing. Premiums based on driving style (“pay how you drive”) or vehicle use (“pay as you drive”) give policyholders attractive opportunities to save. This approach can pay off in the long term if movement and vehicle data are used to make additional offers.
  2. New ecosystem offerings. With growth in direct sales of motor vehicles, car manufacturers are becoming increasingly important as partners. But they should also be considered potential competitors as embedded offers—purchasing a vehicle and insurance from a single source—continue to trend. Insurers should strive to create partnerships within their ecosystem that benefit both sides. For example, they could integrate a simplified insurance offering into vehicle buying and selling using a seamless digital process.
  3. Multimodal insurance products. Providers can respond to the uptick in mobility diversity with appropriate insurance solutions. For example, they could offer one product class for everything from private cars to borrowed e-scooters to rental cars on vacation. This solution provides new customer groups access to the company and their insurance offerings that they might not have been exposed to before.
  4. On-demand services. After purchasing a vehicle, 39 percent of all buyers want to activate additional digital services. For owners of premium brand vehicles, 50 percent opt for these additional services. Insurers can take advantage of this ample demand by making extended services—such as international insurance, insurance for passengers, or active driver coaching—available at the push of a button.

In the medium term, insurers can plan to jump at new business opportunities, using the insights and data they have collected from mobility insurance solutions to grow into other areas of the mobility ecosystem. Fleet management, buying and selling used cars, the electric charging market, and car servicing sectors are just a few of the many options. More diversity also provides advantages over aggregators, which tend to benefit from standardization.

As is often the case during change management, motor insurers will need courage and creativity to forge ahead. Companies that address challenges early on will emerge stronger by responding to the transportation transformation. What's more, they will play a key role in shaping the new era of mobility.

Stephan Binder is a senior partner in McKinsey’s Zurich office; Ulrike Deetjen is a partner in the Stuttgart office, where Stefan Pöhler is an associate partner; and Kersten Heineke is a partner in the Frankfurt office.



來源:https://www.mckinsey.com/industries/financial-services/our-insights/insurance-blog/are-insurers-ready-for-the-future-of-mobility



How Fintech Can Deliver on Its Social Impact Promises

發表人  研究員    發表日期  2022-07-16    點閱次數  2206
Sean Gladwell/Getty Images
Summary. FinTech companies are seeing enormous investor interest on the back of promises of providing services to the financially underserved — a clear example of social enterprise that can do well by doing good. Yet while the industry has increasingly become synonymous...more

The financial technology (fintech) industry seems to strike investors’ goldilocks dream of doing exceptionally well while creating exceptional good. Based on the promise of positive social impact through financial inclusion, fintech has seen meteoric growth while also capturing more impact-related investment funds than any other industry.

In the last year alone, equity funding raised by fintech companies around the world nearly doubled. To date, fintech companies have a collective global market value of $5 trillion and industry growth is expected to be above 23% for the next five years.

This growth is driven in part by fintech’s potential for social impact at scale. Fintech executives promise to expand financial inclusion to the unbanked while strengthening financial health and promoting digital security. Companies like PayPal, Mastercard, Visa, and Shopify are embracing this promise, positioning their products and services as tools for financial inclusion and equitable economic growth. Investors are also embracing fintech’s impact potential: the industry currently receives approximately one quarter of all impact-oriented investment, more than any other industry and representing almost $250 billion in assets under management.

Yet while the industry has increasingly become synonymous with impact potential, fintech companies and investors have little insight into whether the industry is actually living up to its grand promises. Without more rigorous approaches to identifying and measuring impact, investors will continue to guess at the impact these companies have while fintech leaders pitch their products as saviors for society without necessarily delivering on that pitch. In this piece, we describe how fintech companies and investors approach impact today and the strategic opportunity to do more. We also provide concrete solutions for impact measurement and management.

State of Play in Fintech

The way firms design, manufacture, distribute, and sell their products has impact not just on the bottom line, but also on their consumers and society as a whole. A challenge, though, is that product impact — the impact on consumers and communities from using a product — can be idiosyncratic.

Through the Impact Weighted Accounts project at Harvard Business School, we have developed a framework to understand and quantify product impact as a means of addressing this challenge. The major barrier to execution, though, is that few companies disclose information related to product impact, focusing more on social responsibility initiatives than on impact from their core business.

This lack of information is particularly common among fintech companies, despite mission statements promoting positive impacts to customers. For instance:

  • Visa has made a commitment to digitally enable 50 million small and micro businesses by the end of 2023, but Visa does not disclose its progress or outcomes from this initiative, and its last impact report was published in 2020.
  • FIS’s mission is to help businesses and communities thrive by advancing commerce, but its disclosures have also been insufficient, with minimal data on core products’ reach among underserved consumers (e.g., small merchants) and core product outcomes.
  • Mastercard has promised to connect 1 billion people (including 50 million micro and small merchants) to the digital economy by 2025, but its reporting has also been insufficient with minimal data on core products’ reach among underserved consumers and core product outcomes.
  • Both PayPal and Shopify have been more transparent, but just barely. PayPal for instance, has provided data on core products’ reach among small- and medium-sized businesses but is missing data on underserved individual consumers and core product outcomes. And Shopify has released data on core products’ reach among merchants outside urban centers and in emerging markets, but has not disclosed data on other underserved groups (e.g., small and medium businesses) and outcomes.

What’s Left on the Table

In the current disclosure landscape, it is much more common for firms to treat issues of impact as potential risks as opposed to opportunities, so it is not surprising that mission statements and impact-related disclosures are misaligned. But correcting this misalignment provides opportunities for firms to better align their mission with their operations and allows investors to make informed decisions.

For fintech companies, as capital starts to become scarcer, product impact disclosures can enable differentiation, helping companies win customers and investors, especially in the fast-growing impact investing category. These firms can also improve impact management on material issues as a means of driving growth, innovation, and profit. This process creates a virtuous cycle: product iteration and innovation to support a more diverse and financially healthier customer base drives business.

Harnessing Fintech’s Impact Potential

The good news is that there are clear ways in which fintech companies and investors can begin to advance impact measurement and management, and these strategies can be applied beyond the fintech industry to any firm seeking to identify and strengthen its impact.

1. Parse specific impact goals that are aligned with revenue models.

Many fintech companies identify broad goals like equitable economic growth without identifying the specific impact areas best aligned with their core products and services. For example, financial health may be more about disruptive products, whereas goals of financial inclusion may be more about affordability and delivery channels at scale.

Similarly, few companies identify and report on product outcomes by key demographic groups (i.e., by race/ethnicity or by gender). If the industry fails to track demographic data, it will lose out on both growth and impact opportunities.

2. Experiment with approaches to quantifying social impact of products.

Based on the Impact Weighted Accounts project, fintech companies can begin to quantify product impact in ways that are rigorous and comparable. We have identified a preliminary approach for fintech-enabled transactions and compared PayPal and Shopify given sufficient, albeit still limited, public data.

Analysis reveals that product impact can vary meaningfully between fintech companies, with PayPal’s impact driven by affordability of services and Shopify’s impact driven by access among small and medium-sized businesses, a group traditionally underserved by financial services. Such quantification efforts can help investors make investment and engagement decisions while helping fintech leaders manage toward greater impact.

3. Champion standards for financial inclusion and health.

Financial inclusion and financial health are difficult outcomes to define and measure, and they remain relatively elusive among existing standards bodies. Fintech companies can partner with the International Sustainability Standards Board and expert intermediaries focused on financial health, like the Financial Health Network, to develop actionable and meaningful outcomes metrics.

4. Embrace interim metrics on the path to outcomes.

There is inevitably a lag in being able to claim outcomes based on corporate actions taken today. Given this lag, firms can identify compelling interim metrics (e.g., relative affordability of products for underserved groups, uptake for financial literacy tools built into core products) and engage external assurance processes.

5. Establish flexible systems.

What is most important will vary by stakeholders and over time, as investors and companies develop more nuanced impact theses. Given this evolution, a company’s approach to product impact must be flexible enough to address stakeholders’ evolving questions and goals.

Fintech companies can do this by managing data relevant to a range of product impact topics, including financial inclusion, financial health, and digital stewardship. Fintech companies can also work to organize disclosures such that metrics follow impact headlines and can be readily bundled and unbundled.


文章來源:https://reurl.cc/GEN5z3




放棄一步到位,轉型就像收拾髒亂房間!3 項具體辦法,幫金融業完成數位轉型

發表人  研究員    發表日期  2022-03-17    點閱次數  2874
2022/03/11 高士閔 採訪.撰文

據歐洲銀行聯合會(European Banking Federation)的報告,2008 年歐盟區尚有 23.8 萬家銀行分行,到了 2018 年只剩下 17.4萬家。無獨有偶,僅在 2017 年下半年,全美就有超過 1700 家分行關門,其中不乏金融巨頭,譬如美國第二大商業銀行美國銀行(Bank of America),自 2009 年來陸續關閉或出售逾 1500 家分行。

政大數位金融創新實驗室執行長謝明華指出,隨著雲端、人工智慧及區塊鏈等技術持續成熟,金融業態已有結構性的改變,競爭者不再只有銀行業,比如台灣首間純網銀,便是電子商務起家的樂天。

然而,金融畢竟是特許行業,監管嚴謹。即使有金融監理沙盒(Financial Regulatory Sandbox,低度監理、風險可控的環境)作為實驗場所,2021 年下半年沒有一家公司通過申請。更不用說,「進了沙盒不一定出得來,出來也不代表成功,成功也不見得符合金管會、銀行公會的期待。」投入大筆創新預算,最終卻宛如丟進水坑。

謝明華_政大政治大學數位金融創新實驗室執行長_2022-02-08_侯俊偉攝影
謝明華(美國史丹佛大學作業研究學博士。現為政大風險與保險研究中心主任和金融科技研究中心數位金融創新實驗室與AI創新實驗室執行長)

期望能協助尚未數位轉型,或轉到一半卡住的金融業者,找到適合自己的亮點,謝明華等學者出版《金融數位轉型趨勢與成功方程式》,囊括國內外、傳統與新創等 19 家企業,「它不是答案,但有許多令人眼睛一亮的啟發。」

從政策找發展的方向,讓法規成為助力

觀察台灣金融業的創新,一些人常嫌棄步調慢了一點,比如都什麼年代了還在用紙鈔,一隻手機走遍天下不是很方便嗎?然而,這並非單純技術問題,還受限於法規、流程。比如保險業的「親晤親簽」,要求保戶「親自」「當場」簽名,想要改為線上進行,得打通監理官、工會,還必須整個業界同意。


東吳大學財務工程與精算數學系助理教授李宜熹解釋,其中部分原因跟「法系」有關。英美多半是海洋法系(common law),只要法條沒有規定,就表示法律允許你嘗試,即使發生問題,如果犯錯者立意良善,懲罰力度會變輕;台灣是大陸法系(civil law),除了法令允許的,其他都是犯法,創新容易被限制。

政治大學資訊管理系博士李震華_2022-02-08_侯俊偉攝影
李震華(政治大學資訊管理系博士。現為資訊工業策進會資深產業分析師兼數位發展組組長,研究領域為新興軟體技術、金融科技、資訊安全、區塊鏈暨加密貨幣。)

由於法規是繞不過去的坎,謝明華建議,跟進金管會的發展方向,像是防洗錢、業務員詐欺,因為「防洗錢的技術,也能用在防洗錢之外的領域。」金融業者可以先提出監理技術上的創新,快速通過申請,熟悉這項技術的過程,就當作練兵,一邊滿足金管會、監理官的需求,一邊強化自己的數位能力。等到能力準備周全,再來創造利潤,屆時法規也可能已經調整完畢。

或者,也可以考慮購併或跟新創合作。舉例來說,線上股票交易平台羅賓漢(Robinhood),賣點之一就是沒有交易佣金和最低帳戶餘額限制。然而,交易費用是許多券商的收入來源,傳統金融不可能為了創新,一夕之間取消,得不償失。

從整個金融產業的角度出發,大公司容易取得大眾信任,「這對金融服務業是一種優勢,但在創新上卻是一種包袱,」沒辦法快速從傳統過渡到未來,畢竟既有服務還在賺錢。

相對傳統金融,新創是從零開始,更容易想出顛覆式做法,而且發展初期影響力小,不容易受到監理機關過度的關注。羅賓漢也是在爆紅之後,才收到美國國家證券清算公司(NSCC)的存款要求。

先用科技幫工作省力,員工才能認可轉型

資策會資深產業分析師李震華指出,數位科技一般分為 3 階段:數位化、數位優化和數位轉型。「數位化」是企業缺乏相關系統或科技,為了提升效率,開始採用;「數位優化」是在既有技術上,改善營運效能或顧客體驗,但依舊不算創新;直到「數位轉型」,因為技術和經驗的完善,才可能引發商業模式的突破。

而台灣大型金融業者多半處於「數位優化」階段,許多紙本或 PDF 檔案沒有數位化、整理,或是珍貴資料掌握在一線業務員手上,不一定願意和公司分享。「沒有資料,或是格式錯誤,機器沒辦法讀取,所以設備夠數位,也派不上用場。」這些都是「髒活」,但想要數位轉型,就只能慢慢做,就像是收拾房間,難以一次把雜物全部丟掉,只能一件一件整理,看看哪一個有價值。

李宜熹_國立中山大學財務管理博士_2022-02-08_侯俊偉攝影
李宜熹(國立中山大學財務管理博士。現為東吳大學財務工程與精算數學系助理教授,兼任政大金融科技研究中心數位金融創新實驗室與 AI 創新實驗室副執行長。)

短期來說,可以透過金融科技(FinTech,financial technology)加速。FinTech 分為 2 種:一種像是羅賓漢,本身有技術能量,提供新的服務,算是傳統金融的直接競爭者;另一種是軍火商,比如第三方的數據公司,它們比傳統金融更懂數據、科技,比如台灣資訊服務業龍頭精誠資訊,就很善於處理異質平台的資料。金融業者不用自己處理格式不一的數據,向他們買工具,不失一可行方法。

「不要想一步到位,一邊整理數據一邊思考應用,轉型更容易被接受。」根據謝明華的調查,傳統金融業裡,還是有很多人不相信,新科技可以幫公司賺到錢,說服內部接受一樣是挑戰。單純整理數據,不會賺錢,所以整理到一定程度,就要去找應用。不用非常創新,能用更省力的方式完成現有工作即可,這也是員工體感最高的改變。

以保險業為例,審核一位客戶適不適合這項商品,要不要賣給他,其實很耗費成本。但除了少數個案,8 成顧客的條件其實相對單純。換句話說,人工智慧只要能挑出 8 成客戶,員工就少掉了 8 成工作。

轉型是漫長的過程,初期別設太艱難的目標

《金融數位轉型趨勢與成功方程式》中記敘的 19 家企業,轉型方法都不太一樣,「幾乎沒有一體適用的方法,因為每一家公司的條件都不同。」但謝明華歸納出一套架構(參見下圖),包含衡量成本和績效的「組織營運卓越」、跟客戶的生命周期有關「完善顧客體驗」,以及最終的「商業模式再造」。

企業數位轉型構面

普遍來說,台灣金融業者多半著重前 2 項,一來是因為 2 者都是優化既有工作流程,比較容易看出成果,二來是數位轉型一開始多半會從「痛點」思考,而金融業是服務業,所以客戶和成本最容易發生問題。

至於商業模式的創新,多半只有國外有較成熟的案例,不然就是出現在新創。以那斯達克(NASDAQ)為例,原本是股票交易所,後來發現只靠交易業務沒辦法支撐這麼大的組織,才開始轉型為「顧問軟體銷售」。2021 年 9 月財報可以看出,NASDAQ 營收只有 28% 來自傳統證交所的「市場服務」「公司服務」,其餘 72% 都跟數位轉型有關,譬如透過演算法提供客戶市場決策建議的「訊息服務」、提供金融機構解決方案的「市場技術」。

話又說回來,雖然 NASDAQ 的轉型成果令人羨慕,但謝明華不建議一開始就以某種商業模式,作為數位轉型的目標,因為說服內部同仁相信很困難,說服主管機關同意又更困難,不論走「試辦」或「沙盒」,即使成功,也容易跟現行法規牴觸,投資難以回收,比如凱基銀行與中華電信聯手,希望協助金融小白獲得信用貸款,雖然模擬成功,但因為工會不允許,最後只能停辦。

大的改變需要時間,很難一步到位。各大金融公司不乏有遠見的投資,譬如數位通路,雖然目前只占保費收入的千分之幾,然而事關未來發展,所以不會輕易捨棄。但除此之外,多半是先在前面嘗試,累積一些東西,過一陣子創新的機會才慢慢浮現,「真實的金融創新,更像是摸著石頭過河。」





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【數位創新與轉型分析師系列】你應該知道的法遵科技概念

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#數位轉型 #AI人工智慧 #AI #金融科技 #YFINTECH #金融科技知識 #金融科技力 #加密貨幣 #保險科技



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