Data Wrangling Market Key Findings, Size, and Share by 2031
全球数据整理市场规模预计将从 2023 年的 34.2 亿美元增长到 2031 年的 113.7 亿美元;预计从 2024 年到 2031 年的复合年增长率为 16.2%。人工智能和机器学习技术等不断发展的技术进步很可能仍是数据整理市场的关键趋势。
数据整理市场分析
企业间数据量和速度的不断增长推动着数据整理行业的发展。企业需要工具和技术来高效分析和管理日益增长的数据。
数据整理市场概览
数据整理是准备和整理原始数据的过程,以便更轻松地分析和提取有用的见解。它需要清理和重新格式化数据,以及用新信息补充数据,以便有效地将其用于决策。数据整理通过将复杂的数据集转换为一致且可重复的格式来简化和节省时间,使组织能够更高效地做出更明智的选择。
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数据整理市场:
复合年增长率(2024 - 2031 年)16.2%- 2023 年市场规模
34.2 亿美元 - 2031年市场规模
113.7亿美元
市场动态
- 数据量和速度的增加有利于市场
- 人工智能和机器学习等技术进步日新月异
- 边缘计算解决方案的增长
关键人物;主力;重要一员
- 布里里奥
- 欧尼多特公司
- Paxata 公司
- 三面体
- Alteryx
- Altair 工程公司
- TIBCO 软件公司
- 甲骨文公司
- SAS 研究所
- Ideata 分析
区域概况
- 北美
- 欧洲
- 亚太
- 南美洲和中美洲
- 中东和非洲
市场细分
- 工具和服务
- 金融
- 市场营销与销售
- 运营
- 人力资源和
- 合法的
- 中小企业和大型企业
- 金融保险业协会
- 政府
- 卫生保健
- 信息技术和电信
- 制造业
- 零售
- 其他的
- 示例 PDF 通过定性和定量分析展示了内容结构和信息的性质。
数据整理市场驱动因素和机遇
数据量和速度的增加有利于市场
企业间数据量和速度的不断增长推动着数据整理行业的发展。随着组织创建和收集越来越多的数据,对能够有效处理和管理这些数据的工具和技术的需求也越来越大。数据速度与数据的创建和移动速度有关。随着物联网 (IoT) 和其他联网设备的兴起,数据正以前所未有的速度流入组织,必须及时处理。组织需要能够在数据创建时实时处理和分析数据的工具和技术,以便他们能够根据当前事实做出更及时的选择。
边缘计算解决方案的增长
边缘计算是一种分布式计算平台,可将企业应用程序连接到数据源(例如 IoT 设备或本地边缘服务器)。它需要在更接近数据创建位置的地方处理数据,而不是仅依赖于集中式数据中心或云。该技术具有多种优势,包括更快的洞察力、更快的响应时间、更高的带宽可用性和更低的延迟。边缘计算的兴起促进了数据整理领域的扩张。边缘计算会产生大量需要处理和检查的数据。这增加了对数据整理工具的需求,这些工具用于清理、操作和准备数据以供进一步分析。
数据整理市场报告细分分析
有助于得出数据整理市场分析的关键部分是组件、业务功能、组织规模和行业垂直。
- 根据组件,市场分为工具和服务。工具部分在 2023 年占据了更大的市场份额。
- 就业务功能而言,市场分为财务、营销和销售、运营、人力资源和法律。财务部门在 2023 年占据了更大的市场份额。
- 根据组织规模,市场分为中小型企业和大型企业。大型企业部门在 2023 年占据了更大的市场份额。
- 根据行业垂直度,市场分为 BFSI、政府、医疗保健、IT 和电信、制造业、零售业和其他。BFSI 部门在 2023 年占据了更大的市场份额。
数据整理市场份额(按地区)分析
数据整理市场报告的地理范围主要分为五个地区:北美、亚太地区、欧洲、中东和非洲以及南美/南美和中美洲。2023 年,北美主导了数据整理市场。北美企业和组织日益数字化是数据整理市场的重要驱动力。随着公司生成和收集大量数据,对有效的数据整理工具和软件的需求变得至关重要。此外,北美对大数据分析的需求不断增长是推动数据整理市场增长的另一个因素。数据整理在准备和清理数据以供分析方面起着至关重要的作用,使组织能够从数据中获得有价值的见解。
数据整理市场报告范围
报告属性 | 细节 |
---|---|
2023 年的市场规模 | 34.2亿美元 |
2031 年市场规模 | 113.7亿美元 |
全球复合年增长率(2024 - 2031) | 16.2% |
历史数据 | 2021-2022 |
预测期 | 2024-2031 |
涵盖的领域 | 按组件
|
覆盖地区和国家 | 北美
|
市场领导者和主要公司简介 |
|
- 示例 PDF 通过定性和定量分析展示了内容结构和信息的性质。
数据整理市场新闻和最新发展
数据整理市场通过收集一手和二手研究后的定性和定量数据进行评估,其中包括重要的公司出版物、协会数据和数据库。以下是市场发展情况的列表:
- 2021 年 4 月,Trifacta 推出了一款增强型工具,使客户能够在 Google BigQuery 中无缝利用他们的数据,同时还推出了两项旨在增强数据准备流程的新集成。
(来源:Trifacta,新闻稿,2021 年)
数据整理市场报告覆盖范围和交付成果
“数据整理市场规模和预测(2021-2031)”报告对以下领域进行了详细的市场分析:
- 范围内所有主要细分市场的全球、区域和国家层面的市场规模和预测
- 市场动态,如驱动因素、限制因素和关键机遇
- 未来主要趋势
- 详细的 PEST/波特五力分析和 SWOT 分析
- 全球和区域市场分析涵盖关键市场趋势、主要参与者、法规和最新市场发展
- 行业格局和竞争分析,涵盖市场集中度、热点图分析、知名参与者和最新发展
- 详细的公司简介
Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
Segment Covered
This text is related
to segments covered.
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
Country Scope
This text is related
to country scope.
Frequently Asked Questions
The global data wrangling market is expected to reach US$ 11.37 billion by 2031.
The key players holding the majority of shares in the global data wrangling market are BRILLIO, ONEDOT AG, Paxata, Inc., Trifacta, and Alteryx.
The growing technological advancements such as AI and machine learning technologies are likely to remain a key data wrangling market trends.
The growth of the data wrangling market is fuelled by the increasing volume and velocity of data across organizations.
The data wrangling market size is expected to grow from US$ 3.42 billion in 2023 to US$ 11.37 billion by 2031; it is anticipated to expand at a CAGR of 16.2% from 2024 to 2031.
The Insight Partners performs research in 4 major stages: Data Collection & Secondary Research, Primary Research, Data Analysis and Data Triangulation & Final Review.
- Data Collection and Secondary Research:
As a market research and consulting firm operating from a decade, we have published and advised several client across the globe. First step for any study will start with an assessment of currently available data and insights from existing reports. Further, historical and current market information is collected from Investor Presentations, Annual Reports, SEC Filings, etc., and other information related to company’s performance and market positioning are gathered from Paid Databases (Factiva, Hoovers, and Reuters) and various other publications available in public domain.
Several associations trade associates, technical forums, institutes, societies and organization are accessed to gain technical as well as market related insights through their publications such as research papers, blogs and press releases related to the studies are referred to get cues about the market. Further, white papers, journals, magazines, and other news articles published in last 3 years are scrutinized and analyzed to understand the current market trends.
- Primary Research:
The primarily interview analysis comprise of data obtained from industry participants interview and answers to survey questions gathered by in-house primary team.
For primary research, interviews are conducted with industry experts/CEOs/Marketing Managers/VPs/Subject Matter Experts from both demand and supply side to get a 360-degree view of the market. The primary team conducts several interviews based on the complexity of the markets to understand the various market trends and dynamics which makes research more credible and precise.
A typical research interview fulfils the following functions:
- Provides first-hand information on the market size, market trends, growth trends, competitive landscape, and outlook
- Validates and strengthens in-house secondary research findings
- Develops the analysis team’s expertise and market understanding
Primary research involves email interactions and telephone interviews for each market, category, segment, and sub-segment across geographies. The participants who typically take part in such a process include, but are not limited to:
- Industry participants: VPs, business development managers, market intelligence managers and national sales managers
- Outside experts: Valuation experts, research analysts and key opinion leaders specializing in the electronics and semiconductor industry.
Below is the breakup of our primary respondents by company, designation, and region:
Once we receive the confirmation from primary research sources or primary respondents, we finalize the base year market estimation and forecast the data as per the macroeconomic and microeconomic factors assessed during data collection.
- Data Analysis:
Once data is validated through both secondary as well as primary respondents, we finalize the market estimations by hypothesis formulation and factor analysis at regional and country level.
- Macro-Economic Factor Analysis:
We analyse macroeconomic indicators such the gross domestic product (GDP), increase in the demand for goods and services across industries, technological advancement, regional economic growth, governmental policies, the influence of COVID-19, PEST analysis, and other aspects. This analysis aids in setting benchmarks for various nations/regions and approximating market splits. Additionally, the general trend of the aforementioned components aid in determining the market's development possibilities.
- Country Level Data:
Various factors that are especially aligned to the country are taken into account to determine the market size for a certain area and country, including the presence of vendors, such as headquarters and offices, the country's GDP, demand patterns, and industry growth. To comprehend the market dynamics for the nation, a number of growth variables, inhibitors, application areas, and current market trends are researched. The aforementioned elements aid in determining the country's overall market's growth potential.
- Company Profile:
The “Table of Contents” is formulated by listing and analyzing more than 25 - 30 companies operating in the market ecosystem across geographies. However, we profile only 10 companies as a standard practice in our syndicate reports. These 10 companies comprise leading, emerging, and regional players. Nonetheless, our analysis is not restricted to the 10 listed companies, we also analyze other companies present in the market to develop a holistic view and understand the prevailing trends. The “Company Profiles” section in the report covers key facts, business description, products & services, financial information, SWOT analysis, and key developments. The financial information presented is extracted from the annual reports and official documents of the publicly listed companies. Upon collecting the information for the sections of respective companies, we verify them via various primary sources and then compile the data in respective company profiles. The company level information helps us in deriving the base number as well as in forecasting the market size.
- Developing Base Number:
Aggregation of sales statistics (2020-2022) and macro-economic factor, and other secondary and primary research insights are utilized to arrive at base number and related market shares for 2022. The data gaps are identified in this step and relevant market data is analyzed, collected from paid primary interviews or databases. On finalizing the base year market size, forecasts are developed on the basis of macro-economic, industry and market growth factors and company level analysis.
- Data Triangulation and Final Review:
The market findings and base year market size calculations are validated from supply as well as demand side. Demand side validations are based on macro-economic factor analysis and benchmarks for respective regions and countries. In case of supply side validations, revenues of major companies are estimated (in case not available) based on industry benchmark, approximate number of employees, product portfolio, and primary interviews revenues are gathered. Further revenue from target product/service segment is assessed to avoid overshooting of market statistics. In case of heavy deviations between supply and demand side values, all thes steps are repeated to achieve synchronization.
We follow an iterative model, wherein we share our research findings with Subject Matter Experts (SME’s) and Key Opinion Leaders (KOLs) until consensus view of the market is not formulated – this model negates any drastic deviation in the opinions of experts. Only validated and universally acceptable research findings are quoted in our reports.
We have important check points that we use to validate our research findings – which we call – data triangulation, where we validate the information, we generate from secondary sources with primary interviews and then we re-validate with our internal data bases and Subject matter experts. This comprehensive model enables us to deliver high quality, reliable data in shortest possible time.