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1390427

データラングリング市場：世界の産業動向、シェア、規模、成長、機会、2023-2028年予測

Data Wrangling Market: Global Industry Trends, Share, Size, Growth, Opportunity and Forecast 2023-2028
出版日: | 発行: IMARC | ページ情報: 英文 149 Pages | 納期: 2～3営業日

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価格
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データラングリング市場：世界の産業動向、シェア、規模、成長、機会、2023-2028年予測
出版日: 2023年11月24日
発行: IMARC
ページ情報: 英文 149 Pages
納期: 2～3営業日
  • 全表示
  • 概要
  • 図表
  • 目次
概要

概要

世界のデータラングリング市場規模は2022年に26億米ドルに達しました。今後、IMARC Groupは、市場は2028年までに65億米ドルに達し、2022年から2028年の間に16.50%の成長率（CAGR）を示すと予測しています。

データラングリングとは、意味のある分析的洞察を得るために、未整理のデータを変換しマッピングすることを指します。これは、高度なアルゴリズムを使用してデータの可視化と集計のために生データをクリーニング、再構築、強化することを含みます。データラングリングのツールやソリューションは、オンプレミスまたはクラウド上に展開することができます。処理されたデータはさらに、人工知能（AI）、機械学習（ML）、データ分析などの高度なタスクに活用されます。さらに、財務、マーケティング、営業、オペレーション、人事（HR）など、さまざまなビジネス機能の最適化にも利用できます。その結果、データラングリング・ソリューションは、銀行、金融サービス、保険（BFSI）、ヘルスケア、小売、メディア、製造、情報技術（IT）など、さまざまな業界で幅広く活用されています。

データラングリングの市場動向：

IT業界の大幅な成長と、データ処理やクリーニングのための効果的なツールやソフトウェアに対する需要の高まりが、市場の明るい見通しを生み出している主な要因の1つです。さらに、消費者の間でデータの信頼性に関する懸念が高まっていることが、データラングリングソリューションの需要をエスカレートさせています。中小企業や大規模企業は、低品質データのフィルタリング、分布や不整合の可視化、組織プロセスの改善にこれらのソリューションを利用しています。これに伴い、BFSI機関はデータ・セキュリティの向上、半構造化・非構造化データの整理、オンライン・バンキング・ポータルの最適化のためにデータラングリング・プロセスを利用しています。さらに、ビッグデータやエッジ・コンピューティング・ソリューションの導入など、さまざまな技術の進歩も成長を促す要因となっています。これらの技術は、組織の機能に直接的な影響を及ぼす可能性のあるインシデントのリアルタイム予測や監視を容易にします。その他の要因としては、急速なデジタル化、広範な研究開発活動などが挙げられ、市場の成長を後押しすると予想されます。

本レポートで扱う主な質問

  • 2022年のデータラングリングの世界市場規模は？
  • 2023年から2028年にかけてのデータラングリングの世界市場の予想成長率は？
  • データラングリングの世界市場を牽引する主要因は何か？
  • COVID-19がデータラングリングの世界市場に与えた影響は？
  • データラングリングの世界市場におけるコンポーネント別の区分は？
  • 展開モードに基づくデータラングリングの世界市場の内訳は？
  • 組織規模に基づくデータラングリングの世界市場の内訳は？
  • ビジネス機能に基づくデータラングリングの世界市場の内訳は？
  • データラングリングの世界市場の業界別区分は？
  • データラングリングの世界市場における主要地域は？
  • データラングリングの世界市場における主要プレイヤー／企業は？

目次

第1章 序文

第2章 調査範囲と調査手法

  • 調査目的
  • 利害関係者
  • データソース
    • 一次情報
    • 二次情報
  • 市場推定
    • ボトムアップアプローチ
    • トップダウンアプローチ
  • 調査手法

第3章 エグゼクティブサマリー

第4章 イントロダクション

  • 概要
  • 主要業界動向

第5章 データラングリングの世界市場

  • 市場概要
  • 市場実績
  • COVID-19の影響
  • 市場予測

第6章 市場内訳：コンポーネント別

  • ソリューション
    • 市場動向
    • 市場予測
  • サービス
    • 市場動向
    • 市場予測

第7章 市場内訳：展開モード態別

  • オンプレミス
    • 市場動向
    • 市場予測
  • クラウドベース
    • 市場動向
    • 市場予測

第8章 市場内訳：組織規模別

  • 大企業
    • 市場動向
    • 市場予測
  • 中小企業
    • 市場動向
    • 市場予測

第9章 市場内訳：ビジネス機能別

  • 金融
    • 市場動向
    • 市場予測
  • マーケティング・営業
    • 市場動向
    • 市場予測
  • オペレーション
    • 市場動向
    • 市場予測
  • HR
    • 市場動向
    • 市場予測

第10章 市場内訳：業界別

  • BFSI
    • 市場動向
    • 市場予測
  • 政府・公共部門
    • 市場動向
    • 市場予測
  • ヘルスケアとライフサイエンス
    • 市場動向
    • 市場予測
  • 小売とeコマース
    • 市場動向
    • 市場予測
  • メディアとエンターテイメント
    • 市場動向
    • 市場予測
  • ITと通信
    • 市場動向
    • 市場予測
  • 製造業
    • 市場動向
    • 市場予測
  • その他
    • 市場動向
    • 市場予測

第11章 市場内訳：地域別

  • 北米
    • 米国
      • 市場動向
      • 市場予測
    • カナダ
      • 市場動向
      • 市場予測
  • アジア太平洋
    • 中国
      • 市場動向
      • 市場予測
    • 日本
      • 市場動向
      • 市場予測
    • インド
      • 市場動向
      • 市場予測
    • 韓国
      • 市場動向
      • 市場予測
    • オーストラリア
      • 市場動向
      • 市場予測
    • インドネシア
      • 市場動向
      • 市場予測
    • その他
      • 市場動向
      • 市場予測
  • 欧州
    • ドイツ
      • 市場動向
      • 市場予測
    • フランス
      • 市場動向
      • 市場予測
    • 英国
      • 市場動向
      • 市場予測
    • イタリア
      • 市場動向
      • 市場予測
    • スペイン
      • 市場動向
      • 市場予測
    • ロシア
      • 市場動向
      • 市場予測
    • その他
      • 市場動向
      • 市場予測
  • ラテンアメリカ
    • ブラジル
      • 市場動向
      • 市場予測
    • メキシコ
      • 市場動向
      • 市場予測
    • その他
      • 市場動向
      • 市場予測
  • 中東・アフリカ地域
    • 市場動向
    • 市場内訳：国別
    • 市場予測

第12章 SWOT分析

  • 概要
  • 強み
  • 弱み
  • 機会
  • 脅威

第13章 バリューチェーン分析

第14章 ポーターのファイブフォース分析

  • 概要
  • 買い手の交渉力
  • 供給企業の交渉力
  • 競合の程度
  • 新規参入業者の脅威
  • 代替品の脅威

第15章 価格分析

第16章 競合情勢

  • 市場構造
  • 主要企業
  • 主要企業のプロファイル
    • ALTERYX INC.
    • Altair Engineering Inc.
    • Hitachi Vantara Corporation
    • Impetus Technologies Inc.
    • International Business Machines Corporation
    • Oracle Corporation
    • SAS Institute Inc.
    • Teradata Corporation
    • TIBCO Software Inc
    • Trifacta Software Inc.
図表

List of Figures

  • Figure 1: Global: Data Wrangling Market: Major Drivers and Challenges
  • Figure 2: Global: Data Wrangling Market: Sales Value (in Billion US$), 2017-2022
  • Figure 3: Global: Data Wrangling Market Forecast: Sales Value (in Billion US$), 2023-2028
  • Figure 4: Global: Data Wrangling Market: Breakup by Component (in %), 2022
  • Figure 5: Global: Data Wrangling Market: Breakup by Deployment Mode (in %), 2022
  • Figure 6: Global: Data Wrangling Market: Breakup by Organization Size (in %), 2022
  • Figure 7: Global: Data Wrangling Market: Breakup by Business Function (in %), 2022
  • Figure 8: Global: Data Wrangling Market: Breakup by Industry Vertical (in %), 2022
  • Figure 9: Global: Data Wrangling Market: Breakup by Region (in %), 2022
  • Figure 10: Global: Data Wrangling (Solution) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 11: Global: Data Wrangling (Solution) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 12: Global: Data Wrangling (Service) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 13: Global: Data Wrangling (Service) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 14: Global: Data Wrangling (On-premises) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 15: Global: Data Wrangling (On-premises) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 16: Global: Data Wrangling (Cloud-based) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 17: Global: Data Wrangling (Cloud-based) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 18: Global: Data Wrangling (Large Enterprises) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 19: Global: Data Wrangling (Large Enterprises) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 20: Global: Data Wrangling (Small and Medium Enterprises) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 21: Global: Data Wrangling (Small and Medium Enterprises) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 22: Global: Data Wrangling (Finance) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 23: Global: Data Wrangling (Finance) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 24: Global: Data Wrangling (Marketing and Sales) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 25: Global: Data Wrangling (Marketing and Sales) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 26: Global: Data Wrangling (Operations) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 27: Global: Data Wrangling (Operations) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 28: Global: Data Wrangling (Human Resources) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 29: Global: Data Wrangling (Human Resources) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 30: Global: Data Wrangling (BFSI) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 31: Global: Data Wrangling (BFSI) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 32: Global: Data Wrangling (Government and Public Sector) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 33: Global: Data Wrangling (Government and Public Sector) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 34: Global: Data Wrangling (Healthcare and Life Science) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 35: Global: Data Wrangling (Healthcare and Life Science) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 36: Global: Data Wrangling (Retail and E-commerce) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 37: Global: Data Wrangling (Retail and E-commerce) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 38: Global: Data Wrangling (Media and Entertainment) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 39: Global: Data Wrangling (Media and Entertainment) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 40: Global: Data Wrangling (IT and Telecom) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 41: Global: Data Wrangling (IT and Telecom) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 42: Global: Data Wrangling (Manufacturing) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 43: Global: Data Wrangling (Manufacturing) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 44: Global: Data Wrangling (Other Industry Verticals) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 45: Global: Data Wrangling (Other Industry Verticals) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 46: North America: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 47: North America: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 48: United States: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 49: United States: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 50: Canada: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 51: Canada: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 52: Asia-Pacific: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 53: Asia-Pacific: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 54: China: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 55: China: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 56: Japan: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 57: Japan: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 58: India: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 59: India: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 60: South Korea: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 61: South Korea: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 62: Australia: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 63: Australia: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 64: Indonesia: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 65: Indonesia: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 66: Others: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 67: Others: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 68: Europe: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 69: Europe: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 70: Germany: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 71: Germany: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 72: France: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 73: France: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 74: United Kingdom: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 75: United Kingdom: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 76: Italy: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 77: Italy: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 78: Spain: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 79: Spain: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 80: Russia: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 81: Russia: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 82: Others: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 83: Others: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 84: Latin America: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 85: Latin America: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 86: Brazil: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 87: Brazil: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 88: Mexico: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 89: Mexico: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 90: Others: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 91: Others: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 92: Middle East and Africa: Data Wrangling Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 93: Middle East and Africa: Data Wrangling Market: Breakup by Country (in %), 2022
  • Figure 94: Middle East and Africa: Data Wrangling Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 95: Global: Data Wrangling Industry: SWOT Analysis
  • Figure 96: Global: Data Wrangling Industry: Value Chain Analysis
  • Figure 97: Global: Data Wrangling Industry: Porter's Five Forces Analysis

List of Tables

  • Table 1: Global: Data Wrangling Market: Key Industry Highlights, 2022 and 2028
  • Table 2: Global: Data Wrangling Market Forecast: Breakup by Component (in Million US$), 2023-2028
  • Table 3: Global: Data Wrangling Market Forecast: Breakup by Deployment Mode (in Million US$), 2023-2028
  • Table 4: Global: Data Wrangling Market Forecast: Breakup by Organization Size (in Million US$), 2023-2028
  • Table 5: Global: Data Wrangling Market Forecast: Breakup by Business Function (in Million US$), 2023-2028
  • Table 6: Global: Data Wrangling Market Forecast: Breakup by Industry Vertical (in Million US$), 2023-2028
  • Table 7: Global: Data Wrangling Market Forecast: Breakup by Region (in Million US$), 2023-2028
  • Table 8: Global: Data Wrangling Market: Competitive Structure
  • Table 9: Global: Data Wrangling Market: Key Players
目次
Product Code: SR112023A4145

Abstract

The global data wrangling market size reached US$ 2.6 Billion in 2022. Looking forward, IMARC Group expects the market to reach US$ 6.5 Billion by 2028, exhibiting a growth rate (CAGR) of 16.50% during 2022-2028.

Data wrangling refers to the transformation and mapping of unorganized data to gain meaningful analytical insights. It involves cleaning, restructuring and enhancing raw data for data visualization and aggregation using advanced algorithms. Data wrangling tools and solutions can be deployed on-premises or on the cloud. The processed data is further utilized for advanced tasks, such as artificial intelligence (AI), machine learning (ML) and data analytics. In addition, it can also be used for optimizing various business functions, such as finance, marketing, sales, operation and human resources (HR). As a result, data wrangling solutions find extensive applications across various industries, including banking, financial services and insurance (BFSI), healthcare, retail, media, manufacturing and information technology (IT).

Data Wrangling Market Trends:

Significant growth in the IT industry, along with the increasing demand for effective tools and software for data processing and cleaning, is one of the key factors creating a positive outlook for the market. Moreover, rising concerns regarding data veracity among the consumers are escalating the demand for data wrangling solutions. Small, medium and large-scale organizations use these solutions to filter low-quality data, visualize distributions and inconsistencies and improve the organizational processes. In line with this, BFSI institutions use data wrangling processes to improve data security, organize semi-structured and unstructured data and optimize online banking portals. Additionally, various technological advancements, such as the deployment of big data and edge computing solutions, are acting as other growth-inducing factors. These technologies facilitate real-time forecasting and monitoring of incidents that may have a direct impact on the functioning of the organizations. Other factors, including rapid digitization, along with extensive research and development (R&D) activities, are anticipated to drive the market toward growth.

Key Market Segmentation:

IMARC Group provides an analysis of the key trends in each sub-segment of the global data wrangling market report, along with forecasts at the global, regional and country level from 2023-2028. Our report has categorized the market based on component, deployment mode, organization size, business function and industry vertical.

Breakup by Component:

Solution

Service

Breakup by Deployment Mode:

On-premises

Cloud-based

Breakup by Organization Size:

Large Enterprises

Small and Medium Enterprises

Breakup by Business Function:

Finance

Marketing and Sales

Operations

Human Resources

Breakup by Industry Vertical:

BFSI

Government and Public Sector

Healthcare and Life Science

Retail and E-commerce

Media and Entertainment

IT and Telecom

Manufacturing

Others

Breakup by Region:

North America

United States

Canada

Asia-Pacific

China

Japan

India

South Korea

Australia

Indonesia

Others

Europe

Germany

France

United Kingdom

Italy

Spain

Russia

Others

Latin America

Brazil

Mexico

Others

Middle East and Africa

Competitive Landscape:

The competitive landscape of the industry has also been examined along with the profiles of the key players being ALTERYX INC., Altair Engineering Inc., Hitachi Vantara Corporation, Impetus Technologies Inc., International Business Machines Corporation, Oracle Corporation, SAS Institute Inc., Teradata Corporation, TIBCO Software Inc and Trifacta Software Inc.

Key Questions Answered in This Report

  • 1. What was the size of the global data wrangling market in 2022?
  • 2. What is the expected growth rate of the global data wrangling market during 2023-2028?
  • 3. What are the key factors driving the global data wrangling market?
  • 4. What has been the impact of COVID-19 on the global data wrangling market?
  • 5. What is the breakup of the global data wrangling market based on the component?
  • 6. What is the breakup of the global data wrangling market based on the deployment mode?
  • 7. What is the breakup of the global data wrangling market based on organization size?
  • 8. What is the breakup of the global data wrangling market based on the business function?
  • 9. What is the breakup of the global data wrangling market based on the industry vertical?
  • 10. What are the key regions in the global data wrangling market?
  • 11. Who are the key players/companies in the global data wrangling market?

Table of Contents

1 Preface

2 Scope and Methodology

  • 2.1 Objectives of the Study
  • 2.2 Stakeholders
  • 2.3 Data Sources
    • 2.3.1 Primary Sources
    • 2.3.2 Secondary Sources
  • 2.4 Market Estimation
    • 2.4.1 Bottom-Up Approach
    • 2.4.2 Top-Down Approach
  • 2.5 Forecasting Methodology

3 Executive Summary

4 Introduction

  • 4.1 Overview
  • 4.2 Key Industry Trends

5 Global Data Wrangling Market

  • 5.1 Market Overview
  • 5.2 Market Performance
  • 5.3 Impact of COVID-19
  • 5.4 Market Forecast

6 Market Breakup by Component

  • 6.1 Solution
    • 6.1.1 Market Trends
    • 6.1.2 Market Forecast
  • 6.2 Service
    • 6.2.1 Market Trends
    • 6.2.2 Market Forecast

7 Market Breakup by Deployment Mode

  • 7.1 On-premises
    • 7.1.1 Market Trends
    • 7.1.2 Market Forecast
  • 7.2 Cloud-based
    • 7.2.1 Market Trends
    • 7.2.2 Market Forecast

8 Market Breakup by Organization Size

  • 8.1 Large Enterprises
    • 8.1.1 Market Trends
    • 8.1.2 Market Forecast
  • 8.2 Small and Medium Enterprises
    • 8.2.1 Market Trends
    • 8.2.2 Market Forecast

9 Market Breakup by Business Function

  • 9.1 Finance
    • 9.1.1 Market Trends
    • 9.1.2 Market Forecast
  • 9.2 Marketing and Sales
    • 9.2.1 Market Trends
    • 9.2.2 Market Forecast
  • 9.3 Operations
    • 9.3.1 Market Trends
    • 9.3.2 Market Forecast
  • 9.4 Human Resources
    • 9.4.1 Market Trends
    • 9.4.2 Market Forecast

10 Market Breakup by Industry Vertical

  • 10.1 BFSI
    • 10.1.1 Market Trends
    • 10.1.2 Market Forecast
  • 10.2 Government and Public Sector
    • 10.2.1 Market Trends
    • 10.2.2 Market Forecast
  • 10.3 Healthcare and Life Science
    • 10.3.1 Market Trends
    • 10.3.2 Market Forecast
  • 10.4 Retail and E-commerce
    • 10.4.1 Market Trends
    • 10.4.2 Market Forecast
  • 10.5 Media and Entertainment
    • 10.5.1 Market Trends
    • 10.5.2 Market Forecast
  • 10.6 IT and Telecom
    • 10.6.1 Market Trends
    • 10.6.2 Market Forecast
  • 10.7 Manufacturing
    • 10.7.1 Market Trends
    • 10.7.2 Market Forecast
  • 10.8 Others
    • 10.8.1 Market Trends
    • 10.8.2 Market Forecast

11 Market Breakup by Region

  • 11.1 North America
    • 11.1.1 United States
      • 11.1.1.1 Market Trends
      • 11.1.1.2 Market Forecast
    • 11.1.2 Canada
      • 11.1.2.1 Market Trends
      • 11.1.2.2 Market Forecast
  • 11.2 Asia-Pacific
    • 11.2.1 China
      • 11.2.1.1 Market Trends
      • 11.2.1.2 Market Forecast
    • 11.2.2 Japan
      • 11.2.2.1 Market Trends
      • 11.2.2.2 Market Forecast
    • 11.2.3 India
      • 11.2.3.1 Market Trends
      • 11.2.3.2 Market Forecast
    • 11.2.4 South Korea
      • 11.2.4.1 Market Trends
      • 11.2.4.2 Market Forecast
    • 11.2.5 Australia
      • 11.2.5.1 Market Trends
      • 11.2.5.2 Market Forecast
    • 11.2.6 Indonesia
      • 11.2.6.1 Market Trends
      • 11.2.6.2 Market Forecast
    • 11.2.7 Others
      • 11.2.7.1 Market Trends
      • 11.2.7.2 Market Forecast
  • 11.3 Europe
    • 11.3.1 Germany
      • 11.3.1.1 Market Trends
      • 11.3.1.2 Market Forecast
    • 11.3.2 France
      • 11.3.2.1 Market Trends
      • 11.3.2.2 Market Forecast
    • 11.3.3 United Kingdom
      • 11.3.3.1 Market Trends
      • 11.3.3.2 Market Forecast
    • 11.3.4 Italy
      • 11.3.4.1 Market Trends
      • 11.3.4.2 Market Forecast
    • 11.3.5 Spain
      • 11.3.5.1 Market Trends
      • 11.3.5.2 Market Forecast
    • 11.3.6 Russia
      • 11.3.6.1 Market Trends
      • 11.3.6.2 Market Forecast
    • 11.3.7 Others
      • 11.3.7.1 Market Trends
      • 11.3.7.2 Market Forecast
  • 11.4 Latin America
    • 11.4.1 Brazil
      • 11.4.1.1 Market Trends
      • 11.4.1.2 Market Forecast
    • 11.4.2 Mexico
      • 11.4.2.1 Market Trends
      • 11.4.2.2 Market Forecast
    • 11.4.3 Others
      • 11.4.3.1 Market Trends
      • 11.4.3.2 Market Forecast
  • 11.5 Middle East and Africa
    • 11.5.1 Market Trends
    • 11.5.2 Market Breakup by Country
    • 11.5.3 Market Forecast

12 SWOT Analysis

  • 12.1 Overview
  • 12.2 Strengths
  • 12.3 Weaknesses
  • 12.4 Opportunities
  • 12.5 Threats

13 Value Chain Analysis

14 Porters Five Forces Analysis

  • 14.1 Overview
  • 14.2 Bargaining Power of Buyers
  • 14.3 Bargaining Power of Suppliers
  • 14.4 Degree of Competition
  • 14.5 Threat of New Entrants
  • 14.6 Threat of Substitutes

15 Price Analysis

16 Competitive Landscape

  • 16.1 Market Structure
  • 16.2 Key Players
  • 16.3 Profiles of Key Players
    • 16.3.1 ALTERYX INC.
      • 16.3.1.1 Company Overview
      • 16.3.1.2 Product Portfolio
      • 16.3.1.3 Financials
    • 16.3.2 Altair Engineering Inc.
      • 16.3.2.1 Company Overview
      • 16.3.2.2 Product Portfolio
      • 16.3.2.3 Financials
      • 16.3.2.4 SWOT Analysis
    • 16.3.3 Hitachi Vantara Corporation
      • 16.3.3.1 Company Overview
      • 16.3.3.2 Product Portfolio
    • 16.3.4 Impetus Technologies Inc.
      • 16.3.4.1 Company Overview
      • 16.3.4.2 Product Portfolio
    • 16.3.5 International Business Machines Corporation
      • 16.3.5.1 Company Overview
      • 16.3.5.2 Product Portfolio
      • 16.3.5.3 Financials
      • 16.3.5.4 SWOT Analysis
    • 16.3.6 Oracle Corporation
      • 16.3.6.1 Company Overview
      • 16.3.6.2 Product Portfolio
      • 16.3.6.3 Financials
      • 16.3.6.4 SWOT Analysis
    • 16.3.7 SAS Institute Inc.
      • 16.3.7.1 Company Overview
      • 16.3.7.2 Product Portfolio
      • 16.3.7.3 SWOT Analysis
    • 16.3.8 Teradata Corporation
      • 16.3.8.1 Company Overview
      • 16.3.8.2 Product Portfolio
      • 16.3.8.3 Financials
      • 16.3.8.4 SWOT Analysis
    • 16.3.9 TIBCO Software Inc
      • 16.3.9.1 Company Overview
      • 16.3.9.2 Product Portfolio
      • 16.3.9.3 SWOT Analysis
    • 16.3.10 Trifacta Software Inc.
      • 16.3.10.1 Company Overview
      • 16.3.10.2 Product Portfolio