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アドバンスト・アナリティクス市場:コンポーネント(ソリューションとサービス)、ビジネス機能(セールス&マーケティング、オペレーション)、タイプ(ビッグデータ解析、リスク解析)、導入形態(オンプレミスとクラウド)、業種、地域別 - 2026年までの世界予測


Advanced Analytics Market by Component (Solutions and Services), Business Function (Sales & Marketing, Operations), Type (Big Data Analytics, Risk Analytics), Deployment Mode (On-premises and Cloud), Vertical and Region - Global Forecast to 2026

アドバンスド・アナリティクスの世界市場規模は、2021年の338億米ドルから2026年には898億米ドルへ、予測期間中の年間平均成長率(CAGR)は21.6%で成長すると予測されています。COVID-19期間中、エージェントの... もっと見る

 

 

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MarketsandMarkets
マーケッツアンドマーケッツ
2022年2月10日 US$4,950
シングルユーザライセンス
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328 359 英語

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サマリー

アドバンスド・アナリティクスの世界市場規模は、2021年の338億米ドルから2026年には898億米ドルへ、予測期間中の年間平均成長率(CAGR)は21.6%で成長すると予測されています。COVID-19期間中、エージェントのパフォーマンスを監視・改善する需要の高まりや、モバイルバンキングアプリケーションにおける音声認証の需要増加など、さまざまな要因が考えられます。AIやMLベースの技術を利用してリアルタイムで実用的な顧客洞察を促進することや、顧客の意図を予測するニーズの高まりは、アドバンスドアナリティクス市場の成長を促進すると予想されます。
COVID-19の大流行により、多くの企業がアドバンスドアナリティクスとAIソリューションの利用を浸透させ、デジタルチャネルを通じた顧客のエンゲージメント、脆弱で複雑なサプライチェーンの管理、仕事と生活の混乱による労働者のサポートを支援するための革新的戦略を実施することが加速しています。企業は、遅れている情報に頼るのではなく、新たなインサイトを得ることができる場所に焦点を当てる必要があります。このような洞察は、新しいデータソースから得られるものと、既存のデータを新しい方法で使用するものの両方から得ることができます。例えば、従来はクレジットスコアを用いてリスクを分析していた銀行では、代わりに顧客口座データに目を向けることで、預金残高のギャップを特定できるかもしれません。今回の危機は、最も高度な分析技術の一つが、定期的に繰り返される行動やパターンの原則に依存していることも露呈しました。しかし、露呈したパターンは、データを通じて明らかになり、さらには識別の際に示唆され、顧客の心を変化させる。データ分析利用でそのクライアントに利益を与え始めていた多くの企業は、すべての部門で成長しています。ウイルスの影響を最も直接的に受ける部門は、中小企業のマーケティング、財務、顧客サービスのユースケースで最も信じられないほどの成長を見ています。
高度な分析市場は、世界の製造業、およびサプライチェーンと物流に影響を与えているグローバルロックダウンのため、2020年に減速を目撃することが予想されます。製造業、輸送・物流、小売・消費財の各分野が最も深刻な影響を受けています。また、必需品はロックダウンの対象外であるにもかかわらず、生産ラインやサプライチェーン、輸送に従事する人手が不足しているため、必需品の入手にも影響が及んでいます。この状況は、2021年初頭には収束する見込みです。また、組織のセキュリティ境界を決定するのに役立つ不正行為を更新したシステムで、不正行為の判定にアナリティクスが重要な役割を果たしています。例えば、IBM Cloud Pak for Securityは、隠れた脅威を発見し、より多くの情報に基づいたリスクベースの意思決定を行うのに役立ちます。経済モデルもデータサイエンティストによって表現され、顧客の確率的な将来の行動、サプライヤー、スタッフに関する様々な洞察を予測することが最優先事項となっています。これらの予測された行動は、正確でデータ駆動型の分析、およびシミュレーションに基づく継続的で迅速な意思決定を通じて、結果的な財務的効果を導き出す上でビジネスに役立っています。
サービス分野は予測期間中、より高いCAGRで成長すると予測される
アドバンスド・アナリティクスの世界市場は、コンポーネントごとにソリューションとサービスに分類されます。サービス分野は、予測期間中に高いCAGRで成長すると予測されています。この成長は、フルマネージド・アドバンスト・アナリティクス・サービスを必要とするソリューションのインストールに必要な時間とコストを決定する必要性に起因することができます。高い成長の背景には、BFSI、IT・通信、小売・消費財などの主要な業種において、高度な分析ソリューションの導入が進んでいることが挙げられます。
予測期間中、セールスおよびマーケティングセグメントが最大の市場規模を占めるだろう
アドバンスド・アナリティクス市場を業務機能別に分類すると、財務、セールス&マーケティング、業務、人事、サプライチェーンに区分されます。2021年の市場規模はセールス&マーケティング分野が最も大きく、予測期間中はHR分野が最も高いCAGRで成長すると予測されます。企業は、過去のプロセスデータを深く掘り下げ、個別のプロセスステップやインプット間のパターンや関係を特定し、ビジネスの歩留まりに最大の影響を与えることが判明した要素を最適化するために、高度な分析を導入しています。多くのグローバルメーカーは、リアルタイムの現場データを豊富に持ち、このような高度な統計的評価を実施する能力を備えています。これらの企業は、これまで孤立していたデータセットを収集し、集約して分析することで、重要な洞察を得ているのです。
リスク分析分野は、予測期間中、より高い成長率を維持すると推定される。
高度分析市場は、ビッグデータ分析、顧客分析、予測分析、統計分析、処方分析、リスク分析、その他のタイプ(拡張分析、マルチメディア分析、音声・ソーシャル分析)などのタイプに基づいてセグメント化されます。予測期間中は、リスクアナリティクス分野の成長率が最も高くなると予想されます。この成長の背景には、高度な信用リスク分析に対する需要の高まりがあり、金融機関はリスクコストを削減しながら引き受けの決定を改善し、収益を増加させることが可能になっています。
予測期間中はクラウド分野が高い成長率を維持すると予測されています。
アドバンスドアナリティクス市場は、オンプレミスとクラウドの導入形態で区分されます。予測期間中、クラウドセグメントの市場規模およびCAGRは、オンプレミスセグメントよりも高くなると予測されます。クラウド技術の利点である簡単な導入と最小限の資本要件が、クラウド導入モデルの採用を促進しています。クラウドベースの高度分析ソリューションの採用は、COVID-19の大流行によって、ロックダウンや社会的距離の取り方が、遠隔管理可能なクラウドソリューションへの移行を企業に促しているため、支持されると予想される。拡張性があり、使いやすく、費用対効果の高い高度な分析ソリューションに対する需要の高まりが、高度な分析市場におけるクラウド分野の成長を加速させると予想されます。
大企業向け分野がより大きな市場シェアを占めると推定される
アドバンスドアナリティクス市場は、組織規模に基づき、大企業と中小企業に区分されています。2021年は大企業向けがより大きな市場シェアを占めると推定される。このセグメントの成長は、大企業における新進の中小企業との競争の激化に起因している。大企業は、複雑なビジネスプロセスを効率的に管理し、顧客エンゲージメントを強化するためのソリューションに注力している。したがって、これらの組織は、複雑な業務を効果的に管理するために高度な分析ソリューションを使用しています。中小企業セグメントは、ビジネスプロセスの強化、新規顧客の獲得、競争力の維持、支出管理の必要性が高まっていることから、予測期間中に高いCAGRを記録すると予測される。
ヘルスケアおよびライフサイエンス分野は、予測期間中に最も高いCAGRで成長すると予測されています。
アドバンスドアナリティクス市場は、バーティカル(垂直)分野に基づいて、BFSI、ヘルスケア・ライフサイエンス、IT・通信、小売・消費財、製造、政府・防衛、輸送・物流、メディア・エンターテイメント、その他(教育、エネルギー・公益事業、旅行・ホスピタリティ)に区分されています。ヘルスケアおよびライフサイエンス分野は、予測期間中に最も高いCAGRで成長すると予測されています。高度な分析ソリューションにより、ケアプランを提供し、患者を教育することで、患者のケアと転帰を改善するとともに、ヘルスケア企業の医療費を削減することができます
地域別ではAPACが予測期間中に高いCAGRを記録
アドバンスト・アナリティクス市場は、5つの地域に区分されています。北米、欧州、APAC、MEA、中南米の5地域です。APACは、予測期間中に最も速いCAGRを保持すると予想されます。この成長は、同地域におけるスマートフォンの普及率の上昇と顧客体験を向上させる必要性に起因すると考えられます。
プライマリーの内訳
アドバンスド・アナリティクス市場で事業を展開する様々な主要組織の最高経営責任者(CEO)、イノベーション・技術責任者、システムインテグレーター、経営幹部に対して詳細なインタビューを実施した。
企業別ではティアI:35%、ティアII:45%、ティアIII:20
役職別C-レベルエグゼクティブ35%、D-Level Executive 25%、その他。40%
地域別APAC:30 %、ヨーロッパ:20 %、北米:45 %、RoW:5
本レポートでは、アドバンスド・アナリティクス市場を提供する主要企業の調査も行っています。対象となる主要ベンダーは、IBM(米国)、Oracle(米国)、SAS Institute(米国)、SAP(ドイツ)、FICO(米国)、KNIME(スイス)、Microsoft(米国)、Altair(米国)、RapidMiner(米国)、AWS(米国)である。Salesforce(米国)、TIBCO Software(米国)、Alteryx(米国)、Teradata(米国)、Adobe(米国)、Absolutdata(米国)、Moody's Analytics(米国)、Qlik(米国)、Databricks(米国)、Dataiku(米国)、Kinetica(米国)、H2O.ai(米国)、Domino Data Lab(米国)、DataRobot(米国)、DataChat(米国)、Imply(米国)、Promethium(米国)、Siren(アイルランド)、Tellius(米国)、SOTA Solutions(ドイツ)、Vanti Analytics(イスラエル)です。
調査対象
先進分析市場の調査には、広範な二次情報源、ディレクトリ、Journal of Intelligent Learning Systems and Applications、International Journal of Advanced Science and Technology、International Research Journal of Engineering and Technology (IRJET) などの複数のジャーナルを使用しました。一次情報源は、主に基幹産業と関連産業の業界専門家、優先的なAdvanced Analyticsプロバイダー、第三者サービスプロバイダー、コンサルティングサービスプロバイダー、エンドユーザー、その他営利企業である。重要な定性的・定量的情報を入手・検証し、市場の展望を評価するために、主要な業界関係者や主題専門家を含む様々な一次回答者に詳細なインタビューを実施した
本レポートを購入する主なメリット
本レポートは、この市場のリーダー/新規参入者に、Advanced Analytics市場全体とそのサブセグメントにおける収益数の最も近い概算に関する情報を提供するものと思われます。ステークホルダーが競争環境を理解し、自社のビジネスを位置づけ、適切な市場参入戦略を計画するためのより良い洞察を得るのに役立つと思われます。また、利害関係者が市場の脈動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供します。

 

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Summary

The global Advanced Analytics market size to grow from USD 33.8 billion in 2021 to USD 89.8 billion by 2026, at a Compound Annual Growth Rate (CAGR) of 21.6% during the forecast period. Various factors such as the growing demand for monitoring and improving agent performance and the increasing demand for voice authentication in mobile banking applications during COVID-19. The use of AI and ML-based technologies to facilitate real-time actionable customer insights and the rise in the need to predict customer intent are expected to drive the growth of Advanced Analytics market.
The COVID-19 pandemic has accelerated many companies to instigate the use of advanced analytics and AI solutions and implement innovative strategies to helps engage customers through digital channels, manage fragile and complex supply chains, and support workers through disruption to their work and lives. Companies should focus on where they can obtain new insights rather than rely on lagging information. These can come from both from new sources of data and using existing data in new ways. For instance, in banks that traditionally use credit scores to analyze risk can instead turn to customer-account data, where they might identify gaps in deposits. The crisis has also exposed that one of the most advanced analytics techniques relies on principles of behaviors and patterns repeated periodically. But the patterns exposed are revealed through data and even suggested during identification, which changes the customer’s mind. Many firms that had started benefitting its client with data analytics usage are growing in all departments. The departments most directly affected by the virus see the most incredible growth in marketing, finance, and customer service use cases for small businesses.
The advanced analytics market is expected to witness a slowdown in 2020 due to the global lockdown, which is impacting global manufacturing, and supply chains and logistics. The manufacturing, transportation and logistics, and retail and consumer goods sectors have been most severely affected. The availability of essential items has also been impacted due to the lack of manpower to work on production lines, supply chains, and transportation, even though essential items are exempted from the lockdown. The situation is expected to come under control by early 2021. Analytics have also played a vital role in the determination of fraudulent activities with a system updated with fraudulent activities that help in determining security boundaries for an organization. For instance, IBM Cloud Pak for Security can help you uncover hidden threats and make more informed risk-based decision. An economic model has also been represented by data scientists to forecast the various insights about customers' probable future behavior, suppliers, and staff is a top priority. These predicted behaviors have helped the business in deriving the consequential financial effect through continuous, rapid decision-making based on accurate, data-driven analytics, and simulations.
The services segment is projected to grow at a higher CAGR during the forecast period
The global Advanced Analytics market, by component, has been segmented into solutions and services. the services segment is projected to grow at a higher CAGR during the forecast period. This growth can be attributed to the need for determining the time and cost required to install the solution that requires fully managed advanced analytics services. The high growth is attributed to the higher adoption of advanced analytics solutions across key verticals such as BFSI, IT and telecom, and retail and consumer goods.
The Sales and Marketing segment will hold the largest market size during the forecast period
The Advanced Analytics market is segmented by business function has been segmented into finance, sales and marketing, operations, HR, and supply chain. The market size of the sales and marketing segment is expected to hold the largest market share in 2021, while the HR segment is projected to grow at the highest CAGR during the forecast period. Businesses are adopting advanced analytics to take a deep dive into historical process data, identify patterns and relationships among discrete process steps and inputs, and then optimize the factors that prove to have the greatest effect on business yield. Many global manufacturers have abundant real-time shop-floor data and the capability to conduct such sophisticated statistical valuations. They are taking previously isolated data sets, aggregating them, and analyzing them to reveal important insights.
The Risk Analytics segment is estimated to hold a higher growth rate during the forecast period
The advanced analytics market is segmented based on types such as big data analytics, customer analytics, predictive analytics, statistical analytics, prescriptive analytics, risk analytics, and other types (augmented analytics, multimedia analytics, and voice and social analytics). The risk analytics segment is expected to have the highest growth rate during the forecast period. The growth is attributed to the increasing demand for advanced credit risk analytics enabling institutions to improve underwriting decisions and increasing revenues while reducing risk costs.
The Cloud segment is estimated to hold a higher growth rate during the forecast period
Advanced Analytics market is segmented on the basis of deployment mode which include on-premises and cloud. The market size and CAGR of the cloud segment is estimated to be higher than the on-premises segment during the forecast period. The cloud technology benefit of easy deployment and minimal capital requirement facilitates the adoption of the cloud deployment model. The adoption of cloud-based advanced analytics solutions is expected to be supported by the COVID-19 pandemic, as lockdowns and social distancing practices are encouraging companies to move to cloud solutions that can be managed remotely. The increasing demand for scalable, easy to use, and cost-effective advanced analytics solutions is expected to accelerate the growth of the cloud segment in the advanced analytics market.
The large enterprises segment is estimated to hold a larger market share
On the basis of organization size the Advanced Analytics market has been segmented into large enterprises and SMEs. The large enterprises segment is estimated to hold a larger market share in 2021. The growth of the segment is due to the increased competition in large enterprises from budding SMEs. Large enterprises are focusing on solutions to effectively manage complex business process to enhance customer engagement. Hence, these organizations are using advanced analytics solutions to effectively manage complex operations. The SMEs segment is projected to register a higher CAGR during the forecast period due to the growing need to enhance business processes, reach new customers, and stay competitive and control their spending.
The healthcare and life sciences vertical is projected to grow at the highest CAGR during the forecast period
On the basis of Vertical the advanced analytics market has been segmented into BFSI, healthcare and life sciences, IT and telecom, retail and consumer goods, manufacturing, government and defense, transportation and logistics, media and entertainment, and other verticals (education, energy and utilities, and travel and hospitality). The healthcare and life sciences vertical is projected to grow at the highest CAGR during the forecast period. Advanced analytics solutions provide care plans and educate patients to improve patient care and outcomes while decreasing healthcare costs to the healthcare firms
Among regions, APAC to hold higher CAGR during the forecast period
The advanced analytics market has been segmented into five regions: North America, Europe, APAC, MEA, and Latin America. APAC is expected to hold the fastest CAGR during the forecast period. This growth can be. to the increasing penetration of smartphones and the need to enhance customer experience in the region.
Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the Advanced Analytics market.
 By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
 By Designation: C-Level Executives: 35%, D-Level Executives: 25%, and others: 40%
 By Region: APAC:30 %, Europe: 20%, North America: 45%, RoW: 5%
The report includes the study of key players offering Advanced Analytics market. The major vendors covered are IBM (US), Oracle (US), SAS Institute (US), SAP (Germany), FICO (US), KNIME (Switzerland), Microsoft (US), Altair (US), RapidMiner (US), AWS (US), Salesforce (US), TIBCO Software (US), Alteryx (US), Teradata (US), Adobe (US), Absolutdata (US), Moody’s Analytics (US), Qlik (US), Databricks (US), Dataiku (US), Kinetica (US), H2O.ai (US), Domino Data Lab (US), DataRobot (US), DataChat (US), Imply (US), Promethium (US), Siren (Ireland), Tellius (US), SOTA Solutions (Germany), and Vanti Analytics (Israel).
Research Coverage
The research study for the Advanced Analytics market involved extensive secondary sources, directories, and several journals, including the Journal of Intelligent Learning Systems and Applications, International Journal of Advanced Science and Technology, and International Research Journal of Engineering and Technology (IRJET). Primary sources were mainly industry experts from the core and related industries, preferred Advanced Analytics providers, third-party service providers, consulting service providers, end users, and other commercial enterprises. In-depth interviews were conducted with various primary respondents, including key industry participants and subject matter experts, to obtain and verify critical qualitative and quantitative information, and assess the market’s prospects
Key Benefits of Buying the Report
The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall Advanced Analytics market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.



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Table of Contents

1 INTRODUCTION 47
1.1 INTRODUCTION TO COVID-19 47
1.2 COVID-19 HEALTH ASSESSMENT 47
FIGURE 1 COVID-19: GLOBAL PROPAGATION 47
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 48
1.3 COVID-19 ECONOMIC ASSESSMENT 49
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR 
SELECT G20 COUNTRIES IN 2020 49
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 50
FIGURE 4 CRITERIA IMPACTING GLOBAL ECONOMY 50
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF GLOBAL ECONOMY 51
1.4 OBJECTIVES OF THE STUDY 52
1.5 MARKET DEFINITION 52
1.5.1 INCLUSIONS AND EXCLUSIONS 53
1.6 MARKET SCOPE 54
1.6.1 MARKET SEGMENTATION 54
1.6.2 REGIONS COVERED 55
1.6.3 YEARS CONSIDERED FOR THE STUDY 55
1.7 CURRENCY CONSIDERED 55
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2018–2020 56
1.8 STAKEHOLDERS 56
1.9 SUMMARY OF CHANGES 56
2 RESEARCH METHODOLOGY 57
2.1 RESEARCH DATA 57
FIGURE 6 ADVANCED ANALYTICS MARKET: RESEARCH DESIGN 57
2.1.1 SECONDARY DATA 58
2.1.2 PRIMARY DATA 58
TABLE 2 PRIMARY INTERVIEWS 58
2.1.2.1 Breakup of primary profiles 59
2.1.2.2 Key industry insights 59
2.2 MARKET BREAKUP AND DATA TRIANGULATION 60
FIGURE 7 DATA TRIANGULATION 60
2.3 MARKET SIZE ESTIMATION 61
FIGURE 8 ADVANCED ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 61
2.3.1 TOP-DOWN APPROACH 61
2.3.2 BOTTOM-UP APPROACH 62
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 
(SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF 
THE ADVANCED ANALYTICS MARKET 62
FIGURE 10 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF THE ADVANCED ANALYTICS MARKET 63
FIGURE 11 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF THE ADVANCED ANALYTICS MARKET 64
FIGURE 12 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF ADVANCED ANALYTICS THROUGH OVERALL ADVANCED ANALYTICS SPENDING 64
2.4 MARKET FORECAST 65
TABLE 3 FACTOR ANALYSIS 65
2.5 COMPANY EVALUATION MATRIX METHODOLOGY 66
FIGURE 13 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 66
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 67
FIGURE 14 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 67
2.7 ASSUMPTIONS FOR THE STUDY 68
2.8 LIMITATIONS OF THE STUDY 70
2.9 IMPLICATIONS OF COVID-19 ON THE ADVANCED ANALYTICS MARKET 71
FIGURE 15 QUARTERLY IMPACT OF COVID-19 DURING 2020–2021 71
2.9.1 IMPACT OF COVID-19 PANDEMIC: 72
3 EXECUTIVE SUMMARY 74
TABLE 4 GLOBAL ADVANCED ANALYTICS MARKET SIZE AND GROWTH RATE, 
2016–2020 (USD MILLION, Y-O-Y%) 75
TABLE 5 GLOBAL ADVANCED ANALYTICS MARKET SIZE AND GROWTH RATE, 
2021–2026 (USD MILLION, Y-O-Y%) 76
FIGURE 16 ADVANCED ANALYTICS MARKET SNAPSHOT, BY COMPONENT 76
FIGURE 17 ADVANCED ANALYTICS MARKET SNAPSHOT, BY SERVICE 76
FIGURE 18 ADVANCED ANALYTICS MARKET SNAPSHOT, BY PROFESSIONAL SERVICE 77
FIGURE 19 ADVANCED ANALYTICS MARKET SNAPSHOT, BY DEPLOYMENT MODE 77
FIGURE 20 ADVANCED ANALYTICS MARKET SNAPSHOT, BY ORGANIZATION SIZE 78
FIGURE 21 ADVANCED ANALYTICS MARKET SNAPSHOT, BY TYPE 78
FIGURE 22 ADVANCED ANALYTICS MARKET SNAPSHOT, BY BUSINESS FUNCTION 79
FIGURE 23 ADVANCED ANALYTICS MARKET SNAPSHOT, BY VERTICAL 79
FIGURE 24 ADVANCED ANALYTICS MARKET SNAPSHOT, BY REGION 80
4 PREMIUM INSIGHTS 81
4.1 ATTRACTIVE MARKET OPPORTUNITIES IN THE ADVANCED ANALYTICS MARKET 81
FIGURE 25 ADVENT OF MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE TO 
OFFER PERSONALIZED CUSTOMER EXPERIENCES TO DRIVE THE GROWTH OF THE ADVANCED ANALYTICS MARKET 81
4.2 ADVANCED ANALYTICS MARKET: TOP THREE TYPES 82
FIGURE 26 BIG DATA ANALYTICS SEGMENT TO GROW AT THE HIGHEST CAGR 
DURING THE FORECAST PERIOD 82
4.3 ADVANCED ANALYTICS MARKET: BY REGION 82
FIGURE 27 NORTH AMERICA TO HOLD THE LARGEST MARKET SHARE IN 2021 82
4.4 ADVANCED ANALYTICS MARKET IN NORTH AMERICA, TOP THREE TYPES AND VERTICALS 83
FIGURE 28 BIG DATA ANALYTICS TYPE AND BFSI VERTICAL TO ACCOUNT FOR THE LARGEST SHARES IN THE ADVANCED ANALYTICS MARKET IN 2021 83
5 MARKET OVERVIEW AND INDUSTRY TRENDS 84
5.1 INTRODUCTION 84
5.2 MARKET DYNAMICS 84
FIGURE 29 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: 
ADVANCED ANALYTICS MARKET 85
5.2.1 DRIVERS 85
5.2.1.1 Rising adoption of big data and other related technologies 85
5.2.1.2 Advent of machine learning and artificial intelligence to offer personalized customer experiences 86
5.2.1.3 Growing need to preclude fraudulent activities during the pandemic 86
5.2.2 RESTRAINTS 87
5.2.2.1 Inability to quantify RoI 87
5.2.2.2 Concerns related to data privacy and security due to the pandemic 87
5.2.3 OPPORTUNITIES 88
5.2.3.1 Proliferation of internet coupled with the rising usage of connected and integrated technologies 88
5.2.3.2 Increasing demand for real-time analytical solutions to track and monitor COVID-19 spread 88
5.2.4 CHALLENGES 89
5.2.4.1 Complex data ecosystem leading to data breaches 
and security issues 89
5.2.4.2 Ownership and privacy of collected data 89
5.2.4.3 Lack of advanced analytical knowledge among the workforces 89
5.2.5 CUMULATIVE GROWTH ANALYSIS 90
5.3 INDUSTRY TRENDS 90
5.3.1 ADVANCED ANALYTICS TECHNIQUES 90
5.3.1.1 Data mining 90
5.3.1.2 Machine learning 90
5.3.1.3 Cohort analysis 90
5.3.1.4 Cluster analysis 90
5.3.1.5 Retention analysis 90
5.3.2 ECOSYSTEM 91
FIGURE 30 ADVANCED ANALYTICS MARKET: ECOSYSTEM 91
5.3.3 SUPPLY CHAIN ANALYSIS 92
FIGURE 31 SUPPLY CHAIN ANALYSIS 92
TABLE 6 ADVANCED ANALYTICS MARKET: SUPPLY CHAIN 93
5.3.4 ADVANCED ANALYTICS MARKET: COVID-19 IMPACT 94
FIGURE 32 ADVANCED ANALYTICS MARKET TO WITNESS MINIMAL 
SLOWDOWN IN GROWTH IN 2021 96
5.3.5 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF 
THE ADVANCED ANALYTICS MARKET 96
FIGURE 33 ADVANCED ANALYTICS MARKET: TRENDS/DISRUPTIONS 
IMPACTING BUYERS/CLIENTS 96
5.3.6 REGULATORY IMPLICATIONS 97
5.3.6.1 General Data Protection Regulation 97
5.3.6.2 Market Abuse Regulation 97
5.3.6.3 Revision of Markets in Financial Instruments Directive 97
5.3.6.4 European Banking Regulations 98
5.3.6.5 Health Insurance Portability and Accountability Act 98
5.3.6.6 California Consumer Privacy Act 98
5.3.6.7 Office of Communications 98
5.3.6.8 Polish Civil Code 99
5.3.6.9 Federal Communications Commission 99
5.3.6.10 Basel 99
5.3.7 CASE STUDY ANALYSIS 100
5.3.7.1 Education: Use Cases 100
5.3.7.1.1 Case Study 1: San Francisco University has selected 
Oracle Fusion Cloud EPM to streamline the budgeting and planning process 100
5.3.7.1.2 Case Study 2: Shorelight used RapidMiner to create a workflow, automate the series of questions traditionally asked by the visa guides, and create a risk profile 101
5.3.7.2 Retail and consumer goods: Use cases 101
5.3.7.2.1 Case Study 3: Fine Hygienic Holding choose Oracle 
Cloud for its data and application to transform and automate the core business processes 101
5.3.7.2.2 Case Study 4: DEUTZ implemented SAP Analytics 
Cloud as a central analytics platform for BI 102
5.3.7.3 Media and entertainment: Use cases 102
5.3.7.3.1 Case Study 5: Scaling a small data team using ML 102
5.3.7.4 Healthcare and life sciences: Use cases 103
5.3.7.4.1 Case Study 6: Innocens aims to reduce neonate mortality rates and helps speed sepsis diagnosis using hidden trends found in patient’s data 103
5.3.7.4.2 Case Study 7: Fleury has selected FICO Forecaster 
to improve the demand forecasting and resource 
allocation process 103
5.3.7.5 Banking financial service and insurance: Use cases 104
5.3.7.5.1 Case Study 8: Danske Bank is modernizing with IBM Knowledge Watson Catalog to provide unified solutions across data quality, governance, and privacy 104
5.3.7.5.2 Case Study 9: KCB chose Oracle Exadata to consolidate all transaction processing and data warehouse workloads 104
5.3.7.6 IT and telecom: Use cases 105
5.3.7.6.1 Case Study 10: Worldpay uses FICO tools to gain better insights into onboarding decisions 105
5.3.7.6.2 Case Study 11: Improve customer segmentation due to multiple data sources and different business needs 105
5.3.7.7 Transportation and logistics: Use cases 106
5.3.7.7.1 Case Study 12: Visualize and predict the status of the fleet 106
5.3.7.8 Government and defense: Use cases 106
5.3.7.8.1 Case Study 13: HAN University implemented Qlik analytics solutions to promote BI skills within all the coursework 106
5.3.7.9 Energy and utilities: Use cases 107
5.3.7.9.1 Case Study 14: Pöyry Choose FICO Xpress Optimization, part of Fico Decision Management Suite to provide customers with data-driven energy analyses and 
long-range predictions 107
5.3.7.9.2 Case Study 15: Rising need to optimize debt collection processes and improve recovery of receivables 107
5.4 TECHNOLOGY ANALYSIS 108
5.4.1 ADVANCED ANALYTICS AND AI 108
5.4.2 ADVANCED ANALYTICS AND ML 108
5.4.3 ADVANCED ANALYTICS AND IOT 109
5.4.4 ADVANCED ANALYTICS AND BLOCKCHAIN 109
5.5 PATENT ANALYSIS 109
5.5.1 METHODOLOGY 109
5.5.2 DOCUMENT TYPE 109
TABLE 7 PATENTS FILED, 2018–2021 109
5.5.3 INNOVATION AND PATENT APPLICATIONS 110
FIGURE 34 TOTAL NUMBER OF PATENTS GRANTED IN A YEAR, 2018–2021 110
5.5.4 TOP APPLICANTS 110
FIGURE 35 TOP TEN COMPANIES WITH THE HIGHEST NUMBER OF 
PATENT APPLICATIONS, 2018–2021 110
5.6 PRICING MODEL ANALYSIS, 2021 111
TABLE 8 ADVANCED ANALYTICS MARKET: PRICING MODEL ANALYSIS, 2021 111
5.7 PORTER’S FIVE FORCES ANALYSIS 112
TABLE 9 IMPACT OF EACH FORCE ON THE ADVANCED ANALYTICS MARKET 112
FIGURE 36 PORTER’S FIVE FORCES ANALYSIS 113
5.7.1 THREAT OF NEW ENTRANTS 113
5.7.2 THREAT OF SUBSTITUTES 114
5.7.3 BARGAINING POWER OF SUPPLIERS 114
5.7.4 BARGAINING POWER OF BUYERS 114
5.7.5 INTENSITY OF COMPETITIVE RIVALRY 114
5.7.6 SCENARIO 115
TABLE 10 CRITICAL FACTORS TO IMPACT THE GROWTH OF 
THE ADVANCED ANALYTICS MARKET 115
6 ADVANCED ANALYTICS MARKET, BY COMPONENT 116
6.1 INTRODUCTION 117
6.1.1 COMPONENTS: COVID-19 IMPACT 117
FIGURE 37 SERVICES SEGMENT TO REGISTER A HIGHER CAGR 
DURING THE FORECAST PERIOD 118
TABLE 11 ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 118
TABLE 12 ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 119
6.2 SOLUTION 119
6.2.1 INCREASING POPULARITY OF ONLINE SHOPPING AND RISING SOCIAL NETWORK PENETRATION TO BOOST THE DEMAND FOR THE ADVANCED ANALYTICS SOLUTION ACROSS THE GLOBE 119
TABLE 13 SOLUTION: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 120
TABLE 14 SOLUTION: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 120
6.3 SERVICES 120
FIGURE 38 MANAGED SERVICES TO GROW AT A HIGHER CAGR 
DURING FORECAST PERIOD 121
TABLE 15 ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2016–2020 (USD MILLION) 121
TABLE 16 ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2021–2026 (USD MILLION) 121
TABLE 17 SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 122
TABLE 18 SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 122
6.3.1 PROFESSIONAL SERVICES 122
FIGURE 39 TRAINING AND CONSULTING SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 123
TABLE 19 PROFESSIONAL SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 2016–2020 (USD MILLION) 123
TABLE 20 PROFESSIONAL SERVICES: ADVANCED ANALYTICS SIZE, BY TYPE, 
2021–2026 (USD MILLION) 123
TABLE 21 PROFESSIONAL SERVICES: ADVANCED ANALYTICS SIZE, BY REGION, 
2016–2020 (USD MILLION) 124
TABLE 22 PROFESSIONAL SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 124
6.3.1.1 Training and consulting services 124
6.3.1.1.1 Training and consulting services are needed in the initial phase of implementing advanced analytics solutions based on their business needs and going market trends 124
TABLE 23 TRAINING AND CONSULTING SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 125
TABLE 24 TRAINING AND CONSULTING SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 125
6.3.1.2 System integration and implementation services 125
6.3.1.2.1 Advanced analytics solutions must be integrated with existing systems; this requires the right level of connectors and back-end integration capabilities 125
TABLE 25 SYSTEM INTEGRATION AND IMPLEMENTATION SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 126
TABLE 26 SYSTEM INTEGRATION AND DEPLOYMENT SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 126
6.3.1.3 Support and maintenance services 127
6.3.1.3.1 Growing need to upgrade the existing system and assistance to the installed solutions to drive the growth of support and maintenance services across the globe 127
TABLE 27 SUPPORT AND MAINTENANCE SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 127
TABLE 28 SUPPORT AND MAINTENANCE SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 127
6.3.2 MANAGED SERVICES 128
6.3.2.1 Enterprises must ensure the provision of certain services for their clients to maintain their market position in the market 128
TABLE 29 MANAGED SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 128
TABLE 30 MANAGED SERVICES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 128
7 ADVANCED ANALYTICS MARKET, BY BUSINESS FUNCTION 129
7.1 INTRODUCTION 130
7.1.1 BUSINESS FUNCTIONS: COVID-19 IMPACT 130
FIGURE 40 OPERATIONS SEGMENT TO REGISTER THE HIGHEST CAGR 
DURING THE FORECAST PERIOD 130
TABLE 31 ADVANCED ANALYTICS MARKET SIZE, BY BUSINESS FUNCTION, 
2016–2020 (USD MILLION) 131
TABLE 32 ADVANCED ANALYTICS MARKET SIZE, BY BUSINESS FUNCTION, 
2021–2026 (USD MILLION) 131
7.2 MARKETING AND SALES 132
7.2.1 WITH THE EVER-INCREASING DATA OF CUSTOMERS BASED ON ONLINE PURCHASES, WEB CLICKS, SOCIAL MEDIA ACTIVITIES, AND SMART CONNECTED DEVICES TO DRIVE THE ADOPTION OF ADVANCED ANALYTICS SOLUTION TO ENHANCE MARKETING AND SALES BUSINESS FUNCTION WITHIN THE ORGANIZATION 132
TABLE 33 MARKETING AND SALES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 132
TABLE 34 MARKETING AND SALES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 132
7.3 FINANCE 133
7.3.1 ADVANCED ANALYTICS SUPPORTS FINANCIAL FIRMS TO TRACK OUTSTANDING INVOICES AND AUTOMATE THE FOLLOW-UP PROCESS TO ENSURE INVOICES ARE PAID AND CLOSED ON TIME 133
TABLE 35 FINANCE: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 133
TABLE 36 FINANCE: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 133
7.4 HUMAN RESOURCES 134
7.4.1 INCREASING NEED TO PREDICT EMPLOYEE PERFORMANCE AND IDENTIFY HIDDEN TALENT FOR ORGANIZATIONS WOULD DRIVE THE ADOPTION OF ADVANCED ANALYTICS SOLUTION FOR THE HUMAN RESOURCES BUSINESS FUNCTION IN AN ORGANIZATION 134
TABLE 37 HUMAN RESOURCES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 134
TABLE 38 HUMAN RESOURCES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 135
7.5 OPERATIONS 135
7.5.1 INCREASING NEED TO IMPROVE LOCATION AND DISTRIBUTION 
CENTER PERFORMANCE USING ALL THE RELEVANT DATA, RANGING 
FROM EXCEL SPREADSHEETS TO BOOST THE GROWTH OF ADVANCED ANALYTICS SOLUTIONS 135
TABLE 39 OPERATIONS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 135
TABLE 40 OPERATIONS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 136
7.6 SUPPLY CHAIN 136
7.6.1 INCREASING NEED TO ADDRESS THE CHALLENGES OF ANALYZING PRODUCTION PROCESSES IN ORGANIZATIONS THAT MAY INCREASE 
ROI TO DRIVE THE ADOPTION OF ADVANCED ANALYTICS SOLUTION 136
TABLE 41 SUPPLY CHAIN: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 136
TABLE 42 SUPPLY CHAIN: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 137
8 ADVANCED ANALYTICS MARKET, BY TYPE 138
8.1 INTRODUCTION 139
8.1.1 TYPES: COVID-19 IMPACT 139
FIGURE 41 RISK ANALYTICS SEGMENT TO REGISTER THE HIGHEST CAGR 
DURING THE FORECAST PERIOD 140
TABLE 43 ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 2016–2020 (USD MILLION) 140
TABLE 44 ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 2021–2026 (USD MILLION) 141
8.2 BIG DATA ANALYTICS 141
8.2.1 BIG DATA ANALYTICS USES ADVANCED ANALYTICS TECHNIQUES TO UNCOVER TRENDS, PATTERNS, AND CORRELATIONS IN LARGE AMOUNTS OF RAW DATA, MAKING DATA-INFORMED DECISIONS 141
TABLE 45 BIG DATA ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 142
TABLE 46 BIG DATA ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 142
8.3 PREDICTIVE ANALYTICS 142
8.3.1 PREDICTIVE ANALYTICS HELPS ORGANIZATIONS EFFECTIVELY 
ANTICIPATE AND PROACTIVELY PLAN FOR FUTURE EVENTS FOR 
ENHANCED PRODUCTIVITY 142
TABLE 47 PREDICTIVE ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 143
TABLE 48 PREDICTIVE ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 143
8.4 CUSTOMER ANALYTICS 144
8.4.1 CUSTOMER ANALYTICS USES ADVANCED ANALYTICS TECHNIQUES 
TO GAIN CUSTOMER INSIGHTS IN REAL TIME AND OPTIMIZE THE 
CUSTOMER INTERACTIONS 144
TABLE 49 CUSTOMER ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 144
TABLE 50 CUSTOMER ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 145
8.5 STATISTICAL ANALYTICS 145
8.5.1 GROWING NEED TO UNCOVER PATTERNS AND TRENDS USING DATA INTERPRETATION TECHNIQUES TO DRIVE THE DEMAND FOR STATISTICAL ANALYTICS IN THE MARKET 145
TABLE 51 STATISTICAL ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 145
TABLE 52 STATISTICAL ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 146
8.6 RISK ANALYTICS 146
8.6.1 RISING NEED TO IMPROVE RISK ASSESSMENTS AND DETECT FRAUD TO DRIVE THE GROWTH OF RISK ANALYTICS IN THE MARKET 146
TABLE 53 RISK ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 147
TABLE 54 RISK ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 147
8.7 PRESCRIPTIVE ANALYTICS 147
8.7.1 PRESCRIPTIVE ANALYTICS USES OPTIMIZATION AND SIMULATION ALGORITHMS TO ALLOW COMPANIES TO ASSESS A NUMBER OF POSSIBLE OUTCOMES BASED UPON THEIR ACTIONS 147
TABLE 55 PRESCRIPTIVE ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 148
TABLE 56 PRESCRIPTIVE ANALYTICS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 148
8.8 OTHER TYPES 148
TABLE 57 OTHER TYPES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 149
TABLE 58 OTHER TYPES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 150
9 ADVANCED ANALYTICS MARKET, BY DEPLOYMENT MODE 151
9.1 INTRODUCTION 152
9.1.1 DEPLOYMENT MODES: COVID-19 IMPACT 152
FIGURE 42 CLOUD SEGMENT TO REGISTER A HIGHER CAGR 
DURING THE FORECAST PERIOD 153
TABLE 59 ADVANCED ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 
2016–2020 (USD MILLION) 153
TABLE 60 ADVANCED ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 
2021–2026 (USD MILLION) 153
9.2 ON-PREMISES 154
9.2.1 DATA-SENSITIVE ORGANIZATIONS TO ADOPT THE ON-PREMISES DEPLOYMENT MODE TO DEPLOY ADVANCED ANALYTICS SOLUTIONS 154
TABLE 61 ON-PREMISES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 154
TABLE 62 ON-PREMISES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 154
9.3 CLOUD 155
9.3.1 CLOUD DEPLOYMENT MODE PROVIDES MULTIPLE BENEFITS, 
SUCH AS REDUCED OPERATIONAL COSTS, SIMPLE DEPLOYMENTS, 
AND HIGHER SCALABILITY 155
TABLE 63 CLOUD: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 155
TABLE 64 CLOUD: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 156
10 ADVANCED ANALYTICS MARKET, BY ORGANIZATION SIZE 157
10.1 INTRODUCTION 158
10.1.1 ORGANIZATION SIZE: COVID-19 IMPACT 158
FIGURE 43 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD 159
TABLE 65 ADVANCED ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 
2016–2020 (USD MILLION) 159
TABLE 66 ADVANCED ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 
2021–2026 (USD MILLION) 159
10.2 LARGE ENTERPRISES 160
10.2.1 EFFECTIVE USE OF ADVANCED ANALYTICS TECHNIQUES IS CAPABLE OF TRANSFORMING DATA INTO DELIVERABLE INFORMATION THAT WILL 
DRIVE THE ADOPTION OF ADVANCED ANALYTICS SOLUTION AMONG 
LARGE ENTERPRISES 160
TABLE 67 LARGE ENTERPRISES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 160
TABLE 68 LARGE ENTERPRISES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 161
10.3 SMALL AND MEDIUM-SIZED ENTERPRISES 161
10.3.1 ADOPTION OF NEW TECHNOLOGIES TO FIX ISSUES FOR ENHANCING BUSINESS PROCESSES TO BOOST THE DEMAND FOR ADVANCED ANALYTICS AMONG SMALL AND MEDIUM-SIZED ENTERPRISES 161
TABLE 69 SMALL AND MEDIUM-SIZED ENTERPRISES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 162
TABLE 70 SMALL AND MEDIUM-SIZED ENTERPRISES: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 162
11 ADVANCED ANALYTICS MARKET, BY VERTICAL 163
11.1 INTRODUCTION 164
11.1.1 VERTICALS: COVID-19 IMPACT 164
FIGURE 44 HEALTHCARE AND LIFE SCIENCES VERTICAL TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 165
11.1.2 MAJOR USE CASES: BY VERTICAL 165
TABLE 71 ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2016–2020 (USD MILLION) 167
TABLE 72 ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2021–2026 (USD MILLION) 167
11.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 168
11.2.1 ADVANCED ANALYTICS IDENTIFIES NEW BUSINESS OPPORTUNITIES, DESIGNING CUSTOMER VALUE PROPOSITIONS AND CONSTRUCTING 
NEW BUSINESS MODELS ACROSS THE BFSI VERTICAL 168
TABLE 73 BFSI: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 169
TABLE 74 BFSI: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 169
11.3 IT AND TELECOM 169
11.3.1 GROWING PENETRATION OF SMARTPHONES, COUPLED WITH THE INCREASE IN THE NUMBER OF SERVICE PROVIDERS, HAVE CREATED THE DEMAND TO ADOPT ADVANCED ANALYTICS SOLUTION AMONG THE TELECOM INDUSTRY 169
TABLE 75 IT AND TELECOM: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 170
TABLE 76 IT AND TELECOM: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 171
11.4 RETAIL AND CONSUMER GOODS 171
11.4.1 RISING NEED TO ENHANCE CUSTOMER EXPERIENCE, EMPLOYEE 
EFFICIENCY, AND THE OVERALL FUNCTIONING OF THE BUSINESS TO BOOST THE DEMAND FOR ADVANCED ANALYTICS ACROSS RETAIL AND CONSUMER GOODS SECTORS 171
TABLE 77 RETAIL AND CONSUMER GOODS: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2016–2020 (USD MILLION) 172
TABLE 78 RETAIL AND CONSUMER GOODS: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2021–2026 (USD MILLION) 172
11.5 HEALTHCARE AND LIFE SCIENCES 173
11.5.1 NEED TO IMPROVE PATIENT MANAGEMENT, MONITORING, AND ENHANCE PATIENT EXPERIENCE ARE DRIVING THE ADOPTION OF ADVANCED ANALYTICS ACROSS THE HEALTHCARE AND LIFE SCIENCES VERTICAL 173
TABLE 79 HEALTHCARE AND LIFE SCIENCES: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2016–2020 (USD MILLION) 174
TABLE 80 HEALTHCARE AND LIFE SCIENCES: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2021–2026 (USD MILLION) 174
11.6 TRANSPORTATION AND LOGISTICS 174
11.6.1 GROWING TO MANAGE TRAFFIC AND HANDLE COMPLEX SUPPLY CHAIN OPERATIONS WILL GIVE A BOOST TO THE GROWTH OF ADVANCED ANALYTICS ACROSS THE TRANSPORTATION AND LOGISTICS VERTICAL 174
TABLE 81 TRANSPORTATION AND LOGISTICS: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2016–2020 (USD MILLION) 175
TABLE 82 TRANSPORTATION AND LOGISTICS: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2021–2026 (USD MILLION) 175
11.7 GOVERNMENT AND DEFENSE 176
11.7.1 RISING NEED TO MANAGE CRITICAL DATA AND DELIVER ENHANCED SERVICES TO THE CITIZENS TO DRIVE THE GROWTH OF ADVANCED ANALYTICS AMONG GOVERNMENT AND DEFENSE INDUSTRY 176
TABLE 83 GOVERNMENT AND DEFENSE: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2016–2020 (USD MILLION) 177
TABLE 84 GOVERNMENT AND DEFENSE: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2021–2026 (USD MILLION) 177
11.8 MANUFACTURING 177
11.8.1 ADVANCED ANALYTICS USED IN THE MANUFACTURING VERTICAL HELPS IMPROVE DECISION-MAKING AND ENHANCE PERFORMANCE 177
TABLE 85 MANUFACTURING: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 178
TABLE 86 MANUFACTURING: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 178
11.9 MEDIA AND ENTERTAINMENT 179
11.9.1 MEDIA AND ENTERTAINMENT VERTICAL LEVERAGES ADVANCED ANALYTICS SOLUTION TO ENHANCE CONTENT AND CUSTOMER VIEWING EXPERIENCE 179
TABLE 87 MEDIA AND ENTERTAINMENT: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2016–2020 (USD MILLION) 179
TABLE 88 MEDIA AND ENTERTAINMENT: ADVANCED ANALYTICS MARKET SIZE, 
BY REGION, 2021–2026 (USD MILLION) 179
11.10 OTHER VERTICALS 180
TABLE 89 OTHER VERTICALS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 180
TABLE 90 OTHER VERTICALS: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 180
12 ADVANCED ANALYTICS MARKET, BY REGION 181
12.1 INTRODUCTION 182
FIGURE 45 INDIA TO ACCOUNT FOR THE HIGHEST CAGR DURING THE FORECAST PERIOD 182
FIGURE 46 ASIA PACIFIC TO WITNESS THE HIGHEST CAGR DURING 
THE FORECAST PERIOD 182
TABLE 91 ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2016–2020 (USD MILLION) 183
TABLE 92 ADVANCED ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 183
12.2 NORTH AMERICA 183
12.2.1 NORTH AMERICA: COVID-19 IMPACT 184
12.2.2 NORTH AMERICA: REGULATIONS 185
12.2.2.1 Personal Information Protection and Electronic 
Documents Act (PIPEDA) 185
12.2.2.2 Gramm–Leach–Bliley Act 185
12.2.2.3 Health Insurance Portability and Accountability Act of 1996 185
12.2.2.4 Health Level Seven (HL7) 185
12.2.2.5 Occupational Safety and Health Administration (OSHA) 185
12.2.2.6 Federal Information Security Management Act 186
12.2.2.7 Federal Information Processing Standards 186
12.2.2.8 California Consumer Privacy Act 186
FIGURE 47 NORTH AMERICA: MARKET SNAPSHOT 187
TABLE 93 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 187
TABLE 94 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2021–2026 (USD MILLION) 188
TABLE 95 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2016–2020 (USD MILLION) 188
TABLE 96 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2021–2026 (USD MILLION) 188
TABLE 97 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 188
TABLE 98 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 189
TABLE 99 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 189
TABLE 100 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 189
TABLE 101 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 189
TABLE 102 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 190
TABLE 103 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 190
TABLE 104 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 190
TABLE 105 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 
2016–2020 (USD MILLION) 191
TABLE 106 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 
2021–2026 (USD MILLION) 191
TABLE 107 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2016–2020 (USD MILLION) 192
TABLE 108 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2021–2026 (USD MILLION) 192
TABLE 109 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY COUNTRY, 
2016–2020 (USD MILLION) 193
TABLE 110 NORTH AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY COUNTRY, 
2021–2026 (USD MILLION) 193
12.2.3 UNITED STATES 193
12.2.3.1 Rapid adoption of technology and use of digitally innovative solutions drive the growth of the advanced analytics market in the US 193
TABLE 111 UNITED STATES: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 194
TABLE 112 UNITED STATES: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2021–2026 (USD MILLION) 194
12.2.4 CANADA 195
12.2.4.1 Digital transformation of businesses into data-driven organizations to drive the growth of the advanced analytics market in Canada 195
TABLE 113 CANADA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 195
TABLE 114 CANADA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 195
12.3 EUROPE 196
12.3.1 EUROPE: COVID-19 IMPACT 196
12.3.2 EUROPE: REGULATIONS 197
12.3.2.1 General Data Protection Regulation 197
12.3.2.2 Payment Card Industry Data Security Standard 197
12.3.2.3 European Committee for Standardization 197
TABLE 115 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 198
TABLE 116 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 198
TABLE 117 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2016–2020 (USD MILLION) 198
TABLE 118 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2021–2026 (USD MILLION) 198
TABLE 119 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 199
TABLE 120 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 199
TABLE 121 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 199
TABLE 122 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 199
TABLE 123 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 200
TABLE 124 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 200
TABLE 125 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 200
TABLE 126 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 201
TABLE 127 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 
2016–2020 (USD MILLION) 201
TABLE 128 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 
2021–2026 (USD MILLION) 201
TABLE 129 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2016–2020 (USD MILLION) 202
TABLE 130 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2021–2026 (USD MILLION) 202
TABLE 131 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY COUNTRY, 
2016–2020 (USD MILLION) 203
TABLE 132 EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY COUNTRY, 
2021–2026 (USD MILLION) 203
12.3.3 UNITED KINGDOM 203
12.3.3.1 Advanced IT infrastructure, coupled with the advent of disruptive technologies, will drive the growth of advanced analytics 
solutions in the UK 203
TABLE 133 UNITED KINGDOM: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 204
TABLE 134 UNITED KINGDOM: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2021–2026 (USD MILLION) 204
12.3.4 GERMANY 204
12.3.4.1 High skilled labor force and rising government initiatives are 
the key factors driving the adoption of advanced analytical solutions in Germany 204
TABLE 135 GERMANY: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 205
TABLE 136 GERMANY: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 205
12.3.5 FRANCE 205
12.3.5.1 Increasing technological development in AI acts as a driving factor toward the adoption of advanced analytics technology in France 205
TABLE 137 FRANCE: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 206
TABLE 138 FRANCE: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 206
12.3.6 REST OF EUROPE 206
TABLE 139 REST OF EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 206
TABLE 140 REST OF EUROPE: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2021–2026 (USD MILLION) 207
12.4 ASIA PACIFIC 207
12.4.1 ASIA PACIFIC: COVID-19 IMPACT 208
12.4.2 ASIA PACIFIC: REGULATIONS 209
12.4.2.1 Personal Data Protection Act 209
12.4.2.2 Act on the Protection of Personal Information (APPI) 209
12.4.2.3 International Organization for Standardization 27001 209
FIGURE 48 ASIA PACIFIC: MARKET SNAPSHOT 210
TABLE 141 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 210
TABLE 142 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 211
TABLE 143 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2016–2020 (USD MILLION) 211
TABLE 144 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2021–2026 (USD MILLION) 211
TABLE 145 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, 
BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 211
TABLE 146 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, 
BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 212
TABLE 147 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 212
TABLE 148 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 212
TABLE 149 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 212
TABLE 150 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 213
TABLE 151 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, 
BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 213
TABLE 152 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, 
BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 213
TABLE 153 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 
2016–2020 (USD MILLION) 214
TABLE 154 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 
2021–2026 (USD MILLION) 214
TABLE 155 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2016–2020 (USD MILLION) 215
TABLE 156 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2021–2026 (USD MILLION) 215
TABLE 157 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY COUNTRY, 
2016–2020 (USD MILLION) 216
TABLE 158 ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, BY COUNTRY, 
2021–2026 (USD MILLION) 216
12.4.3 INDIA 216
12.4.3.1 Increase in technology innovations and digitalization drives the growth of the advanced analytics market in India 216
TABLE 159 INDIA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 217
TABLE 160 INDIA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 217
12.4.4 JAPAN 218
12.4.4.1 Advancements in innovative technologies, coupled with 
strong IT infrastructure, to drive the growth of the advanced analytics market in Japan 218
TABLE 161 JAPAN: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 218
TABLE 162 JAPAN: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 218
12.4.5 CHINA 219
12.4.5.1 Technological development and rising government support to drive the growth of the advanced analytics market in China 219
TABLE 163 CHINA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 219
TABLE 164 CHINA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 220
12.4.6 REST OF ASIA PACIFIC 220
TABLE 165 REST OF ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2016–2020 (USD MILLION) 220
TABLE 166 REST OF ASIA PACIFIC: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2021–2026 (USD MILLION) 221
12.5 MIDDLE EAST AND AFRICA 221
12.5.1 MIDDLE EAST AND AFRICA: COVID-19 IMPACT 222
12.5.2 MIDDLE EAST AND AFRICA: REGULATIONS 222
12.5.2.1 Israeli Privacy Protection Regulations (Data Security), 5777-2017 222
12.5.2.2 GDPR Applicability in KSA 223
12.5.2.3 Protection of Personal Information Act 223
TABLE 167 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2016–2020 (USD MILLION) 223
TABLE 168 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2021–2026 (USD MILLION) 223
TABLE 169 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY SERVICE, 2016–2020 (USD MILLION) 224
TABLE 170 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY SERVICE, 2021–2026 (USD MILLION) 224
TABLE 171 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 224
TABLE 172 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 224
TABLE 173 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 225
TABLE 174 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 225
TABLE 175 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 225
TABLE 176 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 225
TABLE 177 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 226
TABLE 178 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 226
TABLE 179 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 2016–2020 (USD MILLION) 226
TABLE 180 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 2021–2026 (USD MILLION) 227
TABLE 181 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY VERTICAL, 2016–2020 (USD MILLION) 227
TABLE 182 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, 
BY VERTICAL, 2021–2026 (USD MILLION) 228
TABLE 183 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 228
TABLE 184 MIDDLE EAST AND AFRICA: ADVANCED ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 229
12.5.3 KINGDOM OF SAUDI ARABIA 229
12.5.3.1 Adoption of technology and transformation to data-driven economy drives the growth of advanced analytics solution in the country 229
TABLE 185 KINGDOM OF SAUDI ARABIA: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2016–2020 (USD MILLION) 229
TABLE 186 KINGDOM OF SAUDI ARABIA: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2021–2026 (USD MILLION) 230
12.5.4 UNITED ARAB EMIRATES 230
12.5.4.1 Country witnesses the increasing trend toward the adoption of AI and analytics technologies that boost the growth of the market 230
TABLE 187 UNITED ARAB EMIRATES: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2016–2020 (USD MILLION) 230
TABLE 188 UNITED ARAB EMIRATES: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2021–2026 (USD MILLION) 231
12.5.5 SOUTH AFRICA 231
12.5.5.1 Growing digitalization and rising government support to drive the growth of advanced analytics solution in the African market 231
TABLE 189 SOUTH AFRICA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 231
TABLE 190 SOUTH AFRICA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2021–2026 (USD MILLION) 232
12.5.6 REST OF MIDDLE EAST AND AFRICA 232
TABLE 191 REST OF MEA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 232
TABLE 192 REST OF MEA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 233
12.6 LATIN AMERICA 233
12.6.1 LATIN AMERICA: COVID-19 IMPACT 234
12.6.2 LATIN AMERICA: REGULATIONS 234
12.6.2.1 Brazil Data Protection Law 234
12.6.2.2 Argentina Personal Data Protection Law No. 25.326 235
12.6.2.3 Federal Law on Protection of Personal Data Held by Individuals 235
TABLE 193 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 236
TABLE 194 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 2021–2026 (USD MILLION) 236
TABLE 195 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2016–2020 (USD MILLION) 236
TABLE 196 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY SERVICE, 
2021–2026 (USD MILLION) 236
TABLE 197 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 237
TABLE 198 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 237
TABLE 199 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 237
TABLE 200 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 237
TABLE 201 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 238
TABLE 202 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 238
TABLE 203 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 238
TABLE 204 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 239
TABLE 205 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 
2016–2020 (USD MILLION) 239
TABLE 206 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY TYPE, 
2021–2026 (USD MILLION) 240
TABLE 207 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2016–2020 (USD MILLION) 240
TABLE 208 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY VERTICAL, 
2021–2026 (USD MILLION) 241
TABLE 209 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY COUNTRY, 
2016–2020 (USD MILLION) 241
TABLE 210 LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, BY COUNTRY, 
2021–2026 (USD MILLION) 241
12.6.3 BRAZIL 242
12.6.3.1 Rising need to enhance the business efficiency, coupled with the growing utility of IoT analytics, to drive the growth of the advanced analytics market in Brazil 242
TABLE 211 BRAZIL: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 242
TABLE 212 BRAZIL: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 243
12.6.4 MEXICO 243
12.6.4.1 Government initiatives toward technological development to drive the growth of the advanced analytics market in Mexico 243
TABLE 213 MEXICO: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2016–2020 (USD MILLION) 243
TABLE 214 MEXICO: ADVANCED ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 244
12.6.5 REST OF LATIN AMERICA 244
TABLE 215 REST OF LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2016–2020 (USD MILLION) 244
TABLE 216 REST OF LATIN AMERICA: ADVANCED ANALYTICS MARKET SIZE, 
BY COMPONENT, 2021–2026 (USD MILLION) 244
13 COMPETITIVE LANDSCAPE 245
13.1 OVERVIEW 245
13.2 KEY PLAYER STRATEGIES 245
13.3 REVENUE ANALYSIS 246
FIGURE 49 REVENUE ANALYSIS FOR KEY COMPANIES IN THE PAST FIVE YEARS 246
13.4 MARKET SHARE ANALYSIS 247
FIGURE 50 MARKET SHARE ANALYSIS FOR KEY COMPANIES 247
TABLE 217 ADVANCED ANALYTICS MARKET: DEGREE OF COMPETITION 248
13.5 COMPANY EVALUATION QUADRANT 248
13.5.1 STARS 248
13.5.2 EMERGING LEADERS 248
13.5.3 PERVASIVE 248
13.5.4 PARTICIPANT 249
FIGURE 51 KEY ADVANCED ANALYTICS MARKET PLAYERS, 
COMPANY EVALUATION QUADRANT, 2021 249
13.6 COMPETITIVE BENCHMARKING 250
13.6.1 COMPANY PRODUCT FOOTPRINT 250
FIGURE 52 PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS IN 
THE ADVANCED ANALYTICS MARKET 250
FIGURE 53 BUSINESS STRATEGY EXCELLENCE OF TOP PLAYERS IN 
THE ADVANCED ANALYTICS MARKET 251
TABLE 218 COMPANY OFFERING FOOTPRINT 252
TABLE 219 COMPANY REGION FOOTPRINT 253
FIGURE 54 ADVANCED ANALYTICS: COMPETITIVE BENCHMARKING 
OF TOP 10 KEY PLAYERS 254
13.7 STARTUP/SME EVALUATION QUADRANT 254
13.7.1 PROGRESSIVE COMPANIES 254
13.7.2 RESPONSIVE COMPANIES 254
13.7.3 DYNAMIC COMPANIES 255
13.7.4 STARTING BLOCKS 255
FIGURE 55 STARTUP/SME ADVANCED ANALYTICS MARKET 
EVALUATION QUADRANT, 2021 255
13.8 STARTUP/SME COMPETITIVE BENCHMARKING 256
13.8.1 COMPANY PRODUCT FOOTPRINT 256
FIGURE 56 PRODUCT PORTFOLIO ANALYSIS OF STARTUP/SME IN THE ADVANCED ANALYTICS MARKET 256
FIGURE 57 BUSINESS STRATEGY EXCELLENCE OF STARTUP/SME IN THE ADVANCED ANALYTICS MARKET 256
TABLE 220 STARTUP/SME COMPANY OFFERING FOOTPRINT 257
TABLE 221 STARTUP/SME COMPANY REGION FOOTPRINT 257
TABLE 222 ADVANCED ANALYTICS MARKET: DETAILED LIST OF KEYS STARTUP/SMES 258
FIGURE 58 ADVANCED ANALYTICS: COMPETITIVE BENCHMARKING 
OF KEY STARTUP/SMES 259
13.9 COMPETITIVE SCENARIO AND TRENDS 259
13.9.1 PRODUCT LAUNCHES 259
TABLE 223 ADVANCED ANALYTICS MARKET: PRODUCT LAUNCHES, 
APRIL 2020–AUGUST 2021 259
13.9.2 DEALS 260
TABLE 224 ADVANCED ANALYTICS MARKET: DEALS, MAY 2019–OCTOBER 2021 260
14 COMPANY PROFILES 262
14.1 INTRODUCTION 262
(Business and Financial Overview, Solutions/ Services Offered, Recent Developments, COVID-19 development, and MnM View)*
14.2 IBM 262
TABLE 225 IBM: BUSINESS AND FINANCIAL OVERVIEW 262
FIGURE 59 IBM: COMPANY SNAPSHOT 263
TABLE 226 IBM: SOLUTIONS OFFERED 264
TABLE 227 IBM: SERVICES OFFERED 264
TABLE 228 IBM: DEALS 265
14.3 ORACLE 268
TABLE 229 ORACLE: BUSINESS OVERVIEW 268
FIGURE 60 ORACLE: COMPANY SNAPSHOT 269
TABLE 230 ORACLE: SOLUTIONS OFFERED 269
TABLE 231 ORACLE: SERVICES OFFERED 270
TABLE 232 ORACLE: DEALS 271
14.4 SAS INSTITUTE 273
TABLE 233 SAS INSTITUTE: BUSINESS OVERVIEW 273
FIGURE 61 SAS INSTITUTE: COMPANY SNAPSHOT 273
TABLE 234 SAS INSTITUTE: SOLUTIONS OFFERED 274
TABLE 235 SAS INSTITUTE: DEALS 275
14.5 SAP 277
TABLE 236 SAP: BUSINESS OVERVIEW 277
FIGURE 62 SAP: COMPANY SNAPSHOT 278
TABLE 237 SAP: SOLUTIONS OFFERED 279
TABLE 238 SAP: SERVICES OFFERED 279
TABLE 239 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS 280
TABLE 240 SAP: DEALS AND OTHERS 280
14.6 FICO 282
TABLE 241 FICO: BUSINESS OVERVIEW 282
FIGURE 63 FICO: COMPANY SNAPSHOT 283
TABLE 242 FICO: SOLUTIONS OFFERED 283
TABLE 243 FICO: PRODUCT LAUNCHES AND ENHANCEMENTS 284
TABLE 244 FICO: DEALS 285
14.7 KNIME 287
TABLE 245 KNIME: BUSINESS OVERVIEW 287
TABLE 246 KNIME: SOLUTIONS OFFERED 287
14.8 MICROSOFT 288
TABLE 247 MICROSOFT: BUSINESS OVERVIEW 288
FIGURE 64 MICROSOFT: COMPANY SNAPSHOT 289
TABLE 248 MICROSOFT: SOLUTIONS OFFERED 289
TABLE 249 MICROSOFT: SERVICES OFFERED 290
TABLE 250 MICROSOFT: SOLUTION LAUNCHES AND ENHANCEMENTS 290
TABLE 251 MICROSOFT: DEALS AND OTHERS 290
14.9 ALTAIR 292
TABLE 252 ALTAIR: BUSINESS OVERVIEW 292
FIGURE 65 ALTAIR: COMPANY SNAPSHOT 293
TABLE 253 ALTAIR: SOLUTIONS OFFERED 293
TABLE 254 ALTAIR: SERVICES OFFERED 294
TABLE 255 ALTAIR: SOLUTION LAUNCHES AND ENHANCEMENTS 294
TABLE 256 ALTAIR: DEALS 295
14.10 RAPIDMINER 296
TABLE 257 RAPIDMINER: BUSINESS OVERVIEW 296
TABLE 258 RAPIDMINER: SOLUTIONS OFFERED 297
TABLE 259 RAPIDMINER: SOLUTION LAUNCHES AND ENHANCEMENTS 297
TABLE 260 RAPIDMINER: DEALS 298
14.11 AWS 299
TABLE 261 AWS: BUSINESS OVERVIEW 299
FIGURE 66 AWS: COMPANY SNAPSHOT 300
TABLE 262 AWS: SOLUTION OFFERED 300
TABLE 263 AWS: SERVICES OFFERED 301
TABLE 264 AWS: SOLUTION LAUNCHES AND ENHANCEMENTS 301
TABLE 265 AWS: DEALS 302
Business and Financial Overview, Solutions/ Services Offered, Recent Developments, COVID-19 development, and MnM View might not be captured in case of unlisted companies.
14.12 SALESFORCE 303
14.13 TIBCO SOFTWARE 303
14.14 ALTERYX 304
14.15 TERADATA 304
14.16 ADOBE 305
14.17 ABSOLUTDATA ANALYTICS 305
14.18 MOODY’S ANALYTICS 306
14.19 QLIK 307
14.20 DATABRICKS 308
14.21 DATAIKU 308
14.22 KINETICA 309
14.23 SMES/STARTUP COMPANIES 309
14.23.1 H2O.AI 309
14.23.2 DOMINO DATA LAB 310
14.23.3 DATAROBOT 310
14.23.4 DATACHAT 311
14.23.5 IMPLY 311
14.23.6 PROMETHIUM 312
14.23.7 SIREN 312
14.23.8 TELLIUS 313
14.23.9 SOTA SOLUTIONS 313
14.23.10 VANTI ANALYTICS 314
15 ADJACENT AND RELATED MARKETS 315
15.1 INTRODUCTION 315
15.2 SPEECH ANALYTICS MARKET - GLOBAL FORECAST TO 2025 315
15.2.1 MARKET DEFINITION 315
15.2.2 MARKET OVERVIEW 315
15.2.2.1 Speech analytics market, by component 316
TABLE 266 SPEECH ANALYTICS MARKET SIZE, BY COMPONENT, 
2014–2019 (USD MILLION) 316
TABLE 267 SPEECH ANALYTICS MARKET SIZE, BY COMPONENT, 
2019–2025 (USD MILLION) 316
15.2.2.2 Speech analytics market, by service 316
TABLE 268 SPEECH ANALYTICS MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION) 316
TABLE 269 SPEECH ANALYTICS MARKET SIZE, BY SERVICE, 2019–2025 (USD MILLION) 317
15.2.2.3 Speech analytics market, by application 317
TABLE 270 SPEECH ANALYTICS MARKET SIZE, BY APPLICATION, 
2014–2019 (USD MILLION) 317
TABLE 271 SPEECH ANALYTICS MARKET SIZE, BY APPLICATION, 
2019–2025 (USD MILLION) 318
15.2.2.4 Speech analytics market, by deployment mode 318
TABLE 272 SPEECH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 
2014–2019 (USD MILLION) 318
TABLE 273 SPEECH ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 
2019–2025 (USD MILLION) 318
15.2.2.5 Speech analytics market, by organization size 319
TABLE 274 SPEECH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 
2014–2019 (USD MILLION) 319
TABLE 275 SPEECH ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 
2019–2025 (USD MILLION) 319
15.2.2.6 Speech analytics market, by vertical 319
TABLE 276 SPEECH ANALYTICS MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION) 320
TABLE 277 SPEECH ANALYTICS MARKET SIZE, BY VERTICAL, 2019–2025 (USD MILLION) 320
15.2.2.7 Speech analytics market, by region 321
TABLE 278 SPEECH ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION) 321
TABLE 279 SPEECH ANALYTICS MARKET SIZE, BY REGION, 2019–2025 (USD MILLION) 321
15.3 PREDICTIVE ANALYTICS MARKET - GLOBAL FORECAST TO 2026 322
15.3.1 MARKET DEFINITION 322
15.3.2 MARKET OVERVIEW 322
15.3.2.1 Predictive analytics market, by component 322
TABLE 280 PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT, 
2015–2020 (USD MILLION) 322
TABLE 281 PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT, 
2021–2026 (USD MILLION) 323
15.3.2.2 Predictive analytics market, by solution 323
TABLE 282 PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION, 
2015–2020 (USD MILLION) 323
TABLE 283 PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION, 
2021–2026 (USD MILLION) 324
15.3.2.3 Predictive analytics market, by service 324
TABLE 284 PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE, 
2015–2020 (USD MILLION) 324
TABLE 285 PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE, 
2021–2026 (USD MILLION) 325
15.3.2.4 Predictive analytics market, by deployment mode 325
TABLE 286 PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 
2015–2020 (USD MILLION) 325
TABLE 287 PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 
2021–2026 (USD MILLION) 325
15.3.2.5 Predictive analytics market, by organization size 326
TABLE 288 PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 
2015–2020 (USD MILLION) 326
TABLE 289 PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 
2021–2026 (USD MILLION) 326
15.3.2.6 Predictive analytics market, by vertical 326
TABLE 290 PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL, 
2015–2020 (USD MILLION) 327
TABLE 291 PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL, 
2021–2026 (USD MILLION) 327
15.3.2.7 Predictive analytics market, by region 328
TABLE 292 PREDICTIVE ANALYTICS MARKET SIZE, BY REGION, 
2015–2020 (USD MILLION) 328
TABLE 293 PREDICTIVE ANALYTICS MARKET SIZE, BY REGION, 
2021–2026 (USD MILLION) 328
16 APPENDIX 329
16.1 INDUSTRY EXPERTS 329
16.2 DISCUSSION GUIDE 330
16.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 337
16.4 AVAILABLE CUSTOMIZATIONS 339
16.5 RELATED REPORTS 339
16.6 AUTHOR DETAILS 340

 

 

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