市場調查報告書
商品編碼
1462760
全球另類資料市場:分析 - 按資料類型、按技術、按應用、按最終用戶、按地區、預測(~2030年)Alternative Data Market Forecasts to 2030 - Global Analysis By Data Type, Technology, Application, End User and By Geography |
全球另類資料市場規模預計到2023年將達到82.4億美元,2030年將達到1,447.7億美元,預測期內年複合成長率為50.6%。
另類資料是指從社群媒體、衛星影像、網路抓取和感測器等各種管道獲得的非傳統資料集。這些資料集提供了超越傳統金融和經濟指標的見解,實現了獨特的觀點和預測分析。由於技術進步,其多樣性和可用性使其成為在決策流程和市場分析中獲得競爭優勢的寶貴資源。
根據美國商務部國際貿易局統計,美國IT產業佔全球三分之一,是全球最大的高科技市場。
對獨特見解的需求不斷成長
傳統資料來源往往缺乏深度和粒度,企業、投資者和研究人員擴大轉向替代資料來獲取新的觀點和可行的見解。這種需求推動資料收集、處理和分析技術的創新,促進從社交媒體、物聯網設備和衛星圖像等來源存取各種資料集。隨著公司意識到替代資料的價值以獲得競爭優勢,市場採用和投資持續增加,推動進一步成長。
缺乏標準化和基準化分析
另類資料缺乏標準化和基準測試是由於資料來源、收集方法和分析技術的多樣性。如果沒有標準化的方法,資料集將難以比較和評估,阻礙透明度、信任和互通性。這種缺乏統一性會抑制資料整合、跨部門協作並增加決策不準確和偏見的風險,限制了市場成長。
加大資料基礎建設投資
強大的資料基礎設施有助於整合替代資料來源、提高資料品質並加速洞察生成。基礎設施的改進還支援擴充性和彈性,使企業能夠處理大量資料並回應不斷變化的市場需求。因此,增加對資料基礎設施的投資將提高替代資料的可近性、可靠性和可用性,推動各行業的廣泛採用並加速市場成長。
資料隱私問題
另類資料中的資料隱私問題包括敏感個人資訊的收集、儲存和使用,引發了監管合規性挑戰和道德考慮。組織面臨對其資料處理實務的審查,這可能會導致法律責任和聲譽損害。缺乏明確的指導方針和標準會增加不確定性並阻礙投資和採用。這些擔憂限制了資料的可近性、增加了合規成本並損害了消費者的信任,阻礙了市場的成長。
COVID-19 的影響
COVID-19 大流行加速了另類資料市場的成長和普及,對另類資料市場產生了重大影響。由於供應鏈和經濟活動的中斷導致傳統資料來源的可靠性降低,對替代資料的需求激增。組織擴大轉向替代資料來源,例如行動資料、情緒分析和衛星影像,以即時了解快速變化的市場動態和消費行為。對另類資料的日益依賴不僅凸顯了其價值,而且刺激了對資料分析和基礎設施的投資,推動市場進一步成長。
預計網路流量將在預測期內成為最大的區隔
網路流量區隔預計將經歷利潤豐厚的成長。網路流量資料可以洞察線上用戶行為和參與度。這些資料包括網站存取量、頁面瀏覽量、點擊率、跳出率和會話持續時間等指標。分析網路流量資料使企業能夠了解客戶偏好、追蹤行銷宣傳活動的有效性並最佳化網站效能。這些資料通常是使用 Google Analytics 等網路分析工具或透過與網路服務供應商的合作來收集的。
預計風險管理在預測期內的年複合成長率最高
由於決策流程的加強,風險管理領域預計在預測期內將出現最高的年複合成長率。這些資料集提供早期預警訊號,幫助識別新興趨勢並提高預測建模的準確性。另類資料可實現主動的風險緩解策略,增加投資組合的多元化,並協助評估交易對手風險。這些資料提供了對動態和複雜風險情勢的寶貴見解,使組織能夠更佳預測和解決金融、保險、網路安全和供應鏈管理等領域的挑戰。
由於數位經濟的擴張、對資料主導洞察的需求不斷增加以及技術基礎設施的進步,預計亞太地區將在預測期內佔據最大的市場佔有率。對資料分析和人工智慧的投資增加刺激替代資料來源的採用。監管變化和不斷變化的消費行為行為進一步加速了市場發展勢頭,為資料提供者、分析公司和企業利用替代資料獲得競爭優勢和創新創造了機會。
由於其強大的技術基礎設施、成熟的金融生態系統和對創新的重視,預計北美在預測期內將出現最高的年複合成長率。許多金融機構、科技公司和資料供應商都致力於消費行為、地理空間資料和物聯網感測器等不同的資料集,以推動成長。 GDPR 和 CCPA 等監管變化塑造資料隱私實踐並影響市場動態。對人工智慧和機器學習的投資進一步推動市場採用。
According to Stratistics MRC, the Global Alternative Data Market is accounted for $8.24 billion in 2023 and is expected to reach $144.77 billion by 2030 growing at a CAGR of 50.6% during the forecast period. Alternative data refers to unconventional or non-traditional datasets sourced from a variety of channels such as social media, satellite imagery, web scraping, sensors, and more. These data sets provide insights beyond what traditional financial or economic indicators offer, allowing for unique perspectives and predictive analytics. Its diverse nature and availability through technological advancements have made it a valuable resource for gaining competitive advantages in decision-making processes and market analysis.
According to the International Trade Administration, US Department of Commerce, the US consists of one-third of the IT industry across the globe, making the country the largest tech market in the world.
Increasing demand for unique insights
Traditional data sources often lack depth and granularity, prompting businesses, investors, and researchers to turn to alternative data for fresh perspectives and actionable insights. This demand fosters innovation in data collection, processing, and analysis technologies, facilitating access to diverse datasets from sources such as social media, IoT devices, and satellite imagery. As organizations recognize the value of alternative data in gaining a competitive edge, market adoption and investment continue to rise, fueling further growth.
Lack of standardization and benchmarking
The lack of standardization and benchmarking in alternative data arises from the diverse nature of data sources, collection methods, and analytical techniques. Without standardized methodologies, comparing and evaluating datasets becomes challenging, hindering transparency, reliability, and interoperability. This lack of uniformity hampers market growth by impeding data integration, inhibiting cross-sector collaboration, and increasing the risk of inaccuracies and biases in decision-making.
Rising investments in data infrastructure
Robust data infrastructure facilitates the integration of alternative data sources, enhances data quality, and accelerates insights generation. Improved infrastructure also supports scalability and flexibility, allowing organizations to handle large volumes of data and adapt to evolving market demands. Consequently, increased investments in data infrastructure enhance the accessibility, reliability, and usability of alternative data, driving broader adoption across industries and accelerating market growth.
Data privacy concerns
Data privacy concerns in alternative data revolve around the collection, storage, and usage of sensitive personal information, raising regulatory compliance challenges and ethical considerations. Organizations face scrutiny over data handling practices, potentially leading to legal liabilities and reputational damage. Lack of clear guidelines and standards exacerbates uncertainties, discouraging investment and adoption. These concerns hinder market growth by limiting data accessibility, increasing compliance costs, and eroding consumer trust.
Covid-19 Impact
The covid-19 pandemic significantly impacted the alternative data market by accelerating its growth and adoption. As traditional data sources became less reliable due to disruptions in supply chains and economic activity, the demand for alternative data surged. Organizations increasingly turned to alternative data sources, such as mobility data, sentiment analysis, and satellite imagery, to gain real-time insights into rapidly changing market dynamics and consumer behaviour. This heightened reliance on alternative data not only underscored its value but also propelled investments in data analytics and infrastructure, driving further growth in the market.
The web traffic segment is expected to be the largest during the forecast period
The web traffic segment is estimated to have a lucrative growth. Web traffic data provides insights into online user behaviour and engagement. It encompasses metrics such as website visits, page views, click-through rates, bounce rates, and session duration. Analyzing web traffic data enables businesses to understand customer preferences, track marketing campaign effectiveness, and optimize website performance. This data is often collected using web analytics tools like Google Analytics or through partnerships with internet service providers.
The risk management segment is expected to have the highest CAGR during the forecast period
The risk management segment is anticipated to witness the highest CAGR growth during the forecast period, due to its enhanced decision-making processes. These datasets provide early warning signals, help identify emerging trends, and improve predictive modeling accuracy. Alternative data enables proactive risk mitigation strategies, enhances portfolio diversification, and aids in assessing counterparty risk. They provide valuable insights into dynamic and complex risk landscapes, enabling organizations to better anticipate and navigate challenges in sectors such as finance, insurance, cybersecurity, and supply chain management.
Asia Pacific is projected to hold the largest market share during the forecast period owing to the region's expanding digital economy, increasing demand for data-driven insights, and advancements in technology infrastructure. Rising investments in data analytics and artificial intelligence are fueling the adoption of alternative data sources. Regulatory changes and evolving consumer behaviour further contribute to the market's momentum, creating opportunities for data providers, analytics firms, and businesses to leverage alternative data for competitive advantage and innovation.
North America is projected to have the highest CAGR over the forecast period, owing to its robust technological infrastructure, a mature financial ecosystem, and a strong emphasis on innovation. The presence of numerous financial institutions, tech firms, and data providers fuels growth, with a focus on diverse data sets such as consumer behaviour, geospatial data, and IoT sensors. Regulatory changes, such as GDPR and CCPA, shape data privacy practices, influencing market dynamics. Investments in AI and machine learning are further driving adoption of the market.
Key players in the market
Some of the key players profiled in the Alternative Data Market include Dataminr Inc., M Science LLC, Geotab Inc., Lattice, AltHub, Preqin Ltd., 7Park Data Inc., The Earnest Research Company, Thinknum Inc., Convergence Inc., UBS Evidence Lab, YipitData, Talkingdata, Advan Research Corporation, Ravenpack International SL and Eagle Alpha Ltd.
In November 2023, Blockchain developer Lattice unveils 'alternative data availability' network for optimism. The Optimism blockchain ecosystem is getting its own "alternative data availability" or "alt-DA" chain, called Redstone.
In September 2023, AltHub, an advisory and marketing resource for alternative data providers, announced the launch of its AI-driven platform called AltLab360, helping firms more easily collect, package and commercialize their data assets.
Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.