サンプル依頼リスト カート
  • English
  • Korean
  • Traditional Chinese
  • Simplified Chinese
表紙：ライフサイエンス分野の機械学習市場：コンポーネント別、用途別、エンドユーザー別、国別、地域別- 産業分析、市場規模、市場シェア、2023年～2030年予測
市場調査レポート
商品コード
1351393

ライフサイエンス分野の機械学習市場：コンポーネント別、用途別、エンドユーザー別、国別、地域別- 産業分析、市場規模、市場シェア、2023年～2030年予測

Machine Learning in the Life Sciences Market, By Component, By Application, By End User, By Country, and By Region - Industry Analysis, Market Size, Market Share & Forecast from 2023-2030
出版日: | 発行: AnalystView Market Insights | ページ情報: 英文 284 Pages | 納期: 2～3営業日

● お客様のご希望に応じて、既存データの加工や未掲載情報（例：国別セグメント）の追加などの対応が可能です。　 詳細はお問い合わせください。

価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=157.14円
ライフサイエンス分野の機械学習市場：コンポーネント別、用途別、エンドユーザー別、国別、地域別- 産業分析、市場規模、市場シェア、2023年～2030年予測
出版日: 2023年08月01日
発行: AnalystView Market Insights
ページ情報: 英文 284 Pages
納期: 2～3営業日
  • 全表示
  • 概要
  • 図表
  • 目次
概要

レポートハイライト

ライフサイエンス分野の機械学習市場規模は2022年に18億740万米ドルとなり、2023年から2030年にかけてCAGR 22.9%で拡大

ライフサイエンスにおける機械学習市場- 市場力学：

  • AI技術の利用拡大が市場成長を牽引
  • 機械学習はヘルスケア分野において、ヘルスケアで使用される製品の安全性に関する最新情報を発信するための重要な手段となりつつあります。ライフサイエンス事業の大半は、特にオーダーメイドの薬物療法を提供する場合、安全性情報をより効果的に伝えるため、医薬品ラベル（添付文書や患者向け情報リーフレットなど）の改善に熱心に取り組んでいます。この要素はまた、安全上の理由から不可欠な参照ラベルの更新の必要性を引き起こしています。このラベルは、アートワークの印刷や製造日など、関連する保健当局に提出する前にいくつかの要素を考慮しなければならないです。さらに、企業のSOPスケジュールでは、保健当局が要求する提出期限よりも厳しい提出期限が設定されており、これが負担と費用に拍車をかけています。品目にとって最適な提出期限を設定し、安全性を確保するために、企業は機械学習で収集したデータ・ポイントを組み合わせています。したがって、これが予測期間中の市場成長を促進すると予想されます。

ライフサイエンスにおける機械学習市場-セグメンテーション分析：

  • ライフサイエンスにおける機械学習の世界市場は、コンポーネント、アプリケーション、エンドユーザー、地域に基づいてセグメント化されます。
  • 用途に基づき、ライフサイエンスにおける機械学習の世界市場は、創薬・研究開発、精密医療、ゲノミクス・プロテオミクス、医療画像・診断、臨床研究・臨床試験に区分されます。予測期間中は、臨床研究・臨床試験分野が市場を独占すると見られています。ライフサイエンス分野で最もデータ集約的な責務のひとつが臨床研究の実施です。様々な患者の特徴に目を配りながら、毎日膨大な量のデータを生み出しています。研究者は、これらのデータセットを洗練されたAIシステムに通すことで、疎結合のデータ間の関連するつながりを見つけることができます。このことが、複数の製薬会社や臨床研究機関が人工知能のような最先端のツールに資金を費やす動機となっています。現在の市場環境では、全世界の臨床試験の50％以上を毎年実施している製薬業界が、AIの急速な導入を幅広く観察しています。したがって、予測期間中のセグメント拡大を牽引しています。
  • ライフサイエンス市場における機械学習-地理的洞察
  • 地域的には、この市場は北米、ラテンアメリカ、欧州、アジア太平洋、中東アフリカの地域に広がっています。これらの地域は、ビジネスをもたらす国によってさらに分けられます。北米は、ほぼすべてのライフサイエンス用途から人工知能（AI）ソリューションへの需要が増加しているため、予測期間にわたって市場を独占すると予想されます。さらに、製薬会社の数が多く、アメリカの医薬品輸出の需要が世界的に増加していることが、企業が研究開発業務に従事することを後押ししています。例えば、世界貿易に関する国連COMTRADEデータベースによると、米国は2022年に834億9,000万米ドル相当の医薬品を輸出しました。したがって、前述の統計は予測期間中の市場成長を促進します。

ライフサイエンス市場における機械学習-競合情勢：

同市場で事業を展開する主要企業は以下の通り：Atomwise Inc.、Insilico Medicine Inc.、IBM Corporation、AiCure LLC、Nuance Communications Inc.、Sensely Inc.、Sophia Genetics SA、NuMedii Inc.、Enlitic Inc.、Apixio Inc.、Zebra Medical Vision、twoXAR Inc.

目次

第1章 ライフサイエンス市場概要

  • 調査範囲
  • 市場推定年数

第2章 エグゼクティブサマリー

  • 市場内訳
  • 競合考察

第3章 ライフサイエンスにおける機械学習の主要な市場動向

  • 市場促進要因
  • 市場抑制要因
  • 市場機会
  • 今後の市場動向

第4章 ライフサイエンス産業における機械学習の研究

  • PEST分析
  • ポーターのファイブフォース分析
  • 成長見通しのマッピング
  • 規制枠組みの分析

第5章 ライフサイエンス市場における機械学習：COVID-19症の影響分析

  • 新型コロナウイルス感染症以前の影響分析
  • 新型コロナウイルス感染症後の影響分析

第6章 ライフサイエンス市場情勢における機械学習

  • ライフサイエンスにおける機械学習の市場シェア分析、2022年
  • 主要メーカー別の内訳データ
    • 既存企業の分析
    • 新興企業の分析

第7章 ライフサイエンス市場における機械学習-コンポーネント別

  • 概要
    • コンポーネント別のセグメントシェア分析
    • ソフトウェア
    • サービス

第8章 ライフサイエンス市場における機械学習-アプリケーション別

  • 概要
    • アプリケーション別のセグメントシェア分析
    • 創薬と開発
    • 精密医療
    • ゲノミクスとプロテオミクス
    • 医用画像処理と診断
    • 臨床調査と治験

第9章 ライフサイエンス市場における機械学習-エンドユーザー別

  • 概要
    • エンドユーザー別のセグメントシェア分析
    • 製薬会社およびバイオテクノロジー会社
    • 学術調査機関
    • ヘルスケア提供者
    • 受託調査機関（CRO）

第10章 ライフサイエンス市場における機械学習-地域別

  • イントロダクション
  • 北米
    • 概要
    • 北米の主要メーカー
    • 米国
    • カナダ
  • 欧州
    • 概要
    • 欧州の主要メーカー
    • ドイツ
    • イタリア
    • 英国
    • フランス
    • ロシア
    • オランダ
    • スウェーデン
    • ポーランド
    • その他
  • アジア太平洋（APAC）
    • 概要
    • アジア太平洋地域の主要メーカー
    • インド
    • 中国
    • 日本
    • 韓国
    • オーストラリア
    • タイ
    • インドネシア
    • フィリピン
    • その他
  • ラテンアメリカ
    • 概要
    • ラテンアメリカの主要メーカー
    • ブラジル
    • メキシコ
    • アルゼンチン
    • コロンビア
    • その他
  • 中東とアフリカ
    • 概要
    • 中東およびアフリカの主要メーカー
    • サウジアラビア
    • アラブ首長国連邦
    • イスラエル
    • トルコ
    • アルジェリア
    • エジプト
    • その他

第11章 主要ベンダー分析- ライフサイエンス業界における機械学習

  • 競合ダッシュボード
  • 企業プロファイル
    • Atomwise Inc
    • Insilico Medicine Inc.
    • IBM Corporation
    • AiCure LLC
    • Nuance Communications Inc.
    • Sensely Inc.
    • Sophia Genetics SA
    • NuMedii Inc.
    • Enlitic Inc.
    • Apixio Inc.
    • Zebra Medical Vision
    • twoXAR Inc.

第12章 アナリストの全方位展望

図表

List of Tables

  • TABLE List of data sources
  • TABLE Market drivers; Impact Analysis
  • TABLE Market restraints; Impact Analysis
  • TABLE Machine Learning in the Life Sciences Market: Component Snapshot (2022)
  • TABLE Segment Dashboard; Definition and Scope, by Component
  • TABLE Global Machine Learning in the Life Sciences Market, by Component 2018-2030 (USD Million)
  • TABLE Machine Learning in the Life Sciences Market: Application Snapshot (2022)
  • TABLE Segment Dashboard; Definition and Scope, by Application
  • TABLE Global Machine Learning in the Life Sciences Market, by Application 2018-2030 (USD Million)
  • TABLE Machine Learning in the Life Sciences Market: End User Snapshot (2022)
  • TABLE Segment Dashboard; Definition and Scope, by End User
  • TABLE Global Machine Learning in the Life Sciences Market, by End User 2018-2030 (USD Million)
  • TABLE Machine Learning in the Life Sciences Market: Regional snapshot (2022)
  • TABLE Segment Dashboard; Definition and Scope, by Region
  • TABLE Global Machine Learning in the Life Sciences Market, by Region 2018-2030 (USD Million)
  • TABLE North America Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE North America Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE North America Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE North America Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)
  • TABLE Europe Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE Europe Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE Europe Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE Europe Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)
  • TABLE Asia Pacific Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE Asia Pacific Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE Asia Pacific Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE Asia Pacific Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)
  • TABLE Latin America Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE Latin America Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE Latin America Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE Latin America Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)
  • TABLE Middle East and Africa Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE Middle East and Africa Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE Middle East and Africa Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE Middle East and Africa Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)

List of Figures

  • FIGURE Machine Learning in the Life Sciences Market Segmentation
  • FIGURE Market research Applicationology
  • FIGURE Value chain analysis
  • FIGURE Porter's Five Forces Analysis
  • FIGURE Market Attractiveness Analysis
  • FIGURE COVID-19 Impact Analysis
  • FIGURE Pre & Post COVID-19 Impact Comparision Study
  • FIGURE Competitive Landscape; Key company market share analysis, 2022
  • FIGURE Component segment market share analysis, 2022 & 2030
  • FIGURE Component segment market size forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Application segment market share analysis, 2022 & 2030
  • FIGURE Application segment market size forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE End User segment market share analysis, 2022 & 2030
  • FIGURE End User segment market size forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Regional segment market share analysis, 2022 & 2030
  • FIGURE Regional segment market size forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE North America Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE Europe Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE Asia Pacific Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE Latin America Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE Middle East and Africa Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE North America market share analysis by country, 2022
  • FIGURE U.S. Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Canada Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Europe Machine Learning in the Life Sciences Market share analysis by country, 2022
  • FIGURE Germany Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Spain Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Italy Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE France Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE UK Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Russia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Netherlands Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Sweden Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Poland Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Rest of the Europe Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Asia Pacific Machine Learning in the Life Sciences Market share analysis by country, 2022
  • FIGURE India Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE China Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Japan Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE South Korea Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Australia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Thailand Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Indonesia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Phillipines Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Rest of APAC Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Latin America Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Latin America Machine Learning in the Life Sciences Market share analysis by country, 2022
  • FIGURE Brazil Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Mexico Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Argentina Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Colombia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Rest of LATAM Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Middle East and Africa Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Middle East and Africa Machine Learning in the Life Sciences Market share analysis by country, 2022
  • FIGURE Saudi Arabia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE United Arab Emirates Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Israel Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Turkey Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Algeria Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Egypt Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Rest of MEA Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
目次
Product Code: ANV1648

REPORT HIGHLIGHT

Machine Learning in the Life Sciences Market size was valued at USD 1,807.4 Million in 2022, expanding at a CAGR of 22.9% from 2023 to 2030.

Artificial intelligence, which is widely defined as a machine's capacity to mimic intelligent human behavior, includes the subfield of machine learning. Artificial intelligence (AI) systems are used to carry out complicated tasks like how people solve issues. AI and ML will assist life sciences companies in the future in developing treatments more quickly and effectively, lowering the costs of healthcare while increasing accessibility for patients. These technologies will work in conjunction with machine learning (ML) and natural language processing, which enable the algorithms to learn from experiences.

Machine Learning in the Life Sciences Market - Market Dynamics:

  • Increasing uses of AI technologies drive the market growth
  • Machine learning is becoming a crucial instrument in the healthcare sector for disseminating the most recent information on the safety of the products used in healthcare. The majority of life science businesses are eager to improve drug labels (such as package inserts and patient information leaflets) to more effectively communicate safety information, particularly when it comes to offering customized medication. This element is also causing the need for an updated reference label, which is essential for safety reasons. This label must take into account several factors before being submitted to the relevant health authority, including artwork printing, manufacturing run dates, and so on. Additionally, corporations' SOP schedules set submission due dates that are stricter than those required by health authorities, which adds to the burden and expense. To establish the best submission date for the items and ensure their safety, the corporation combined its data points that were gathered with machine learning. Thus, this is expected to drive market growth during the forecast period.

Machine Learning in the Life Sciences Market - Key Insights:

  • As per the analysis shared by our research analyst, the global Machine Learning in the Life Sciences market is estimated to grow annually at a CAGR of around 22.9% over the forecast period (2023-2030)
  • Machine Learning in the Life Sciences industry is projected to grow at a significant rate owing to the growing investment in advanced technologies by the life science industries.
  • Based on the application, the clinical research and trials segment is expected to dominate the market during the forecast period.
  • Based on region, North America is expected to dominate the market over the forecast period.

Machine Learning in the Life Sciences Market- Segmentation Analysis:

  • The Global Machine Learning in the Life Sciences Market is segmented based on component, application, end user and Region.
  • Based on the application, the global Machine Learning in the Life Sciences market is segmented into drug discovery and development, precision medicine, genomics and proteomics, medical imaging and diagnostics and clinical research and trials. The clinical research and trials segment is expected to dominate the market during the forecast period. One of the life sciences sector's most data-intensive responsibilities is conducting clinical studies. They produce enormous amounts of data every day while keeping an eye on various patient characteristics. Researchers can find relevant connections between loosely connected data by running these data sets through sophisticated AI systems. This motivates several pharmaceutical firms and clinical research institutions to spend money on cutting-edge tools like artificial intelligence. In the current market environment, the pharmaceutical industry, which conducts over 50% of all clinical trials worldwide each year, is extensively observing the rapid adoption of AI. Thus, driving the segment expansion over the forecast period.

Machine Learning in the Life Sciences Market- Geographical Insights

Geographically, this market is widespread in the regions of North America, Latin America, Europe, Asia Pacific, and the Middle East and Africa. These regions are further divided as per the nations bringing business. North America is expected to dominate the market over the forecast period due to the increased demand for artificial intelligence (AI) solutions from nearly all life sciences applications. Additionally, the large number of pharmaceutical firms and the increased demand for American pharmaceutical exports globally are encouraging businesses to engage in R&D operations. For instance, according to the United Nations COMTRADE database on global commerce, the United States exported pharmaceutical products worth US$83.49 billion in 2022. Thus, the aforementioned stats propel the market growth during the forecast period.

Machine Learning in the Life Sciences Market- Competitive Landscape:

The key players operating in the market are: Atomwise Inc, Insilico Medicine Inc., IBM Corporation, AiCure LLC, Nuance Communications Inc., Sensely Inc., Sophia Genetics SA, NuMedii Inc., Enlitic Inc., Apixio Inc., Zebra Medical Vision and twoXAR Inc.

Recent Developments:

In May 2023, two new AI-powered life sciences solutions from Google Cloud have been introduced to help biotech businesses, pharmaceutical corporations, and government agencies speed up drug development and precision medicine. The Multiomics Suite expedites the identification and analysis of genetic data, assisting businesses in the development of precision medicines. The Target and Lead Identification Suite aids researchers in better understanding the role of amino acids and predicting the structure of proteins.

Key features of the study:

This proposed research study on Machine Learning in the Life Sciences market provides market size (US$ million), compound annual growth rate (CAGR %) and forecast estimation (2023-2030), considering 2022 as the base year

The report provides the client the latest up-to-date and trending insights about the Machine Learning in the Life Sciences market.

The research report elucidates potential growth opportunities across different segments/countries and explains attractive investment proposition matrix for Machine Learning in the Life Sciences market

The overall report identifies new investment opportunities, challenges faced by established players, and growth factors to sustain in the Machine Learning in the Life Sciences market

Impact of COVID-19 on Machine Learning in the Life Sciences market size, forecast, CAGR, and market dynamics are discussed in detail under the research scope. Detailed insight on Machine Learning in the Life Sciences market post-COVID will also be covered.

In order to give the users of this report a comprehensive view on the Machine Learning in the Life Sciences market, we have also included competitive landscape and key innovator analysis for the Machine Learning in the Life Sciences market.

The study encompasses a growth prospect mapping analysis, wherein all the industry segments are benchmarked based on their market size, growth rate and attractiveness.

The report offers detailed company profiling featuring major market participants which will help users to understand their financial information and strategic initiatives of players operating in the Machine Learning in the Life Sciences market.

In addition, the report also unveils the important acquisitions & mergers, collaborations & joint ventures, new launch, research & development, regional expansion of major participants involved in the market on global as well as regional level.

The global Machine Learning in the Life Sciences market report primarily caters to various stakeholders in this industry including suppliers, investors, new entrants, distributors, and financial analysts

SCOPE OF THE REPORT

The scope of this report covers the market by its major segments, which include as follows:

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET KEY PLAYERS

  • Atomwise Inc
  • Insilico Medicine Inc.
  • IBM Corporation
  • AiCure LLC
  • Nuance Communications Inc.
  • Sensely Inc.
  • Sophia Genetics SA
  • NuMedii Inc.
  • Enlitic Inc.
  • Apixio Inc.
  • Zebra Medical Vision
  • twoXAR Inc.

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY COMPONENT

  • Software
  • Services

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY APPLICATION

  • Drug Discovery and Development
  • Precision Medicine
  • Genomics and Proteomics
  • Medical Imaging and Diagnostics
  • Clinical Research and Trials

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY END USER

  • Pharmaceutical and Biotechnology Companies
  • Academic and Research Institutions
  • Healthcare Providers
  • Contract Research Organizations (CROs)

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY REGION

  • North America
    • The U.S.
    • Canada
  • Europe
    • Germany
    • France
    • Italy
    • Spain
    • United Kingdom
    • Russia
    • Netherlands
    • Sweden
    • Poland
    • Rest of Europe
  • Asia Pacific
    • India
    • China
    • South Korea
    • Japan
    • Australia
    • Thailand
    • Indonesia
    • Philippines
    • Rest of APAC
  • Latin America
    • Brazil
    • Mexico
    • Argentina
    • Colombia
    • Rest of LATAM
  • The Middle East and Africa
    • Saudi Arabia
    • United Arab Emirates
    • Israel
    • Turkey
    • Algeria
    • Egypt
    • Rest of MEA

Table of Contents

1. Machine Learning in the Life Sciences Market Overview

  • 1.1. Study Scope
  • 1.2. Market Estimation Years

2. Executive Summary

  • 2.1. Market Snippet
    • 2.1.1. Machine Learning in the Life Sciences Market Snippet by Component
    • 2.1.2. Machine Learning in the Life Sciences Market Snippet by Application
    • 2.1.3. Machine Learning in the Life Sciences Market Snippet by End User
    • 2.1.4. Machine Learning in the Life Sciences Market Snippet by Country
    • 2.1.5. Machine Learning in the Life Sciences Market Snippet by Region
  • 2.2. Competitive Insights

3. Machine Learning in the Life Sciences Key Market Trends

  • 3.1. Machine Learning in the Life Sciences Market Drivers
    • 3.1.1. Impact Analysis of Market Drivers
  • 3.2. Machine Learning in the Life Sciences Market Restraints
    • 3.2.1. Impact Analysis of Market Restraints
  • 3.3. Machine Learning in the Life Sciences Market Opportunities
  • 3.4. Machine Learning in the Life Sciences Market Future Trends

4. Machine Learning in the Life Sciences Industry Study

  • 4.1. PEST Analysis
  • 4.2. Porter's Five Forces Analysis
  • 4.3. Growth Prospect Mapping
  • 4.4. Regulatory Framework Analysis

5. Machine Learning in the Life Sciences Market: COVID-19 Impact Analysis

  • 5.1. Pre-COVID-19 Impact Analysis
  • 5.2. Post-COVID-19 Impact Analysis
    • 5.2.1. Top Performing Segments
    • 5.2.2. Marginal Growth Segments
    • 5.2.3. Top Looser Segments
    • 5.2.4. Marginal Loss Segments

6. Machine Learning in the Life Sciences Market Landscape

  • 6.1. Machine Learning in the Life Sciences Market Share Analysis, 2022
  • 6.2. Breakdown Data, by Key Manufacturer
    • 6.2.1. Established Players' Analysis
    • 6.2.2. Emerging Players' Analysis

7. Machine Learning in the Life Sciences Market - By Component

  • 7.1. Overview
    • 7.1.1. Segment Share Analysis, By Component, 2022 & 2030 (%)
    • 7.1.2. Software
    • 7.1.3. Services

8. Machine Learning in the Life Sciences Market - By Application

  • 8.1. Overview
    • 8.1.1. Segment Share Analysis, By Application, 2022 & 2030 (%)
    • 8.1.2. Drug Discovery and Development
    • 8.1.3. Precision Medicine
    • 8.1.4. Genomics and Proteomics
    • 8.1.5. Medical Imaging and Diagnostics
    • 8.1.6. Clinical Research and Trials

9. Machine Learning in the Life Sciences Market - By End User

  • 9.1. Overview
    • 9.1.1. Segment Share Analysis, By End User, 2022 & 2030 (%)
    • 9.1.2. Pharmaceutical and Biotechnology Companies
    • 9.1.3. Academic and Research Institutions
    • 9.1.4. Healthcare Providers
    • 9.1.5. Contract Research Organizations (CROs)

10. Machine Learning in the Life Sciences Market- By Geography

  • 10.1. Introduction
    • 10.1.1. Segment Share Analysis, By Geography, 2022 & 2030 (%)
  • 10.2. North America
    • 10.2.1. Overview
    • 10.2.2. Machine Learning in the Life Sciences Key Manufacturers in North America
    • 10.2.3. North America Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.2.4. North America Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.2.5. North America Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.2.6. North America Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.2.7. U.S.
      • 10.2.7.1. Overview
      • 10.2.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.2.7.3. U.S. Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.2.7.4. U.S. Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.2.7.5. U.S. Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.2.8. Canada
      • 10.2.8.1. Overview
      • 10.2.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.2.8.3. Canada Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.2.8.4. Canada Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.2.8.5. Canada Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
  • 10.3. Europe
    • 10.3.1. Overview
    • 10.3.2. Machine Learning in the Life Sciences Key Manufacturers in Europe
    • 10.3.3. Europe Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.3.4. Europe Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.3.5. Europe Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.3.6. Europe Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.7. Germany
      • 10.3.7.1. Overview
      • 10.3.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.7.3. Germany Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.7.4. Germany Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.7.5. Germany Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.8. Italy
      • 10.3.8.1. Overview
      • 10.3.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.8.3. Italy Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.8.4. Italy Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.8.5. Italy Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.9. United Kingdom
      • 10.3.9.1. Overview
      • 10.3.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.9.3. United Kingdom Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.9.4. United Kingdom Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.9.5. United Kingdom Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.10. France
      • 10.3.10.1. Overview
      • 10.3.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.10.3. France Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.10.4. France Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.10.5. France Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.11. Russia
      • 10.3.11.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.11.2. Russia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.11.3. Russia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.11.4. Russia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.12. Netherlands
      • 10.3.12.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.12.2. Netherlands Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.12.3. Netherlands Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.12.4. Netherlands Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.13. Sweden
      • 10.3.13.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.13.2. Sweden Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.13.3. Sweden Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.13.4. Sweden Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.14. Poland
      • 10.3.14.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.14.2. Poland Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.14.3. Poland Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.14.4. Poland Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.15. Rest of Europe
      • 10.3.15.1. Overview
      • 10.3.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.15.3. Rest of the Europe Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.15.4. Rest of the Europe Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.15.5. Rest of the Europe Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
  • 10.4. Asia Pacific (APAC)
    • 10.4.1. Overview
    • 10.4.2. Machine Learning in the Life Sciences Key Manufacturers in Asia Pacific
    • 10.4.3. Asia Pacific Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.4.4. Asia Pacific Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.4.5. Asia Pacific Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.4.6. Asia Pacific Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.7. India
      • 10.4.7.1. Overview
      • 10.4.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.7.3. India Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.7.4. India Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.7.5. India Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.8. China
      • 10.4.8.1. Overview
      • 10.4.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.8.3. China Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.8.4. China Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.8.5. China Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.9. Japan
      • 10.4.9.1. Overview
      • 10.4.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.9.3. Japan Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.9.4. Japan Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.9.5. Japan Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.10. South Korea
      • 10.4.10.1. Overview
      • 10.4.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.10.3. South Korea Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.10.4. South Korea Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.10.5. South Korea Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.11. Australia
      • 10.4.11.1. Overview
      • 10.4.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.11.3. Australia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.11.4. Australia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.11.5. Australia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.12. Thailand
      • 10.4.12.1. Overview
      • 10.4.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.12.3. Thailand Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.12.4. Thailand Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.12.5. Thailand Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.13. Indonesia
      • 10.4.13.1. Overview
      • 10.4.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.13.3. Indonesia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.13.4. Indonesia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.13.5. Indonesia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.14. Philippines
      • 10.4.14.1. Overview
      • 10.4.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.14.3. Philippines Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.14.4. Philippines Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.14.5. Philippines Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.15. Rest of APAC
      • 10.4.15.1. Overview
      • 10.4.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.15.3. Rest of APAC Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.15.4. Rest of APAC Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.15.5. Rest of APAC Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
  • 10.5. Latin America
    • 10.5.1. Overview
    • 10.5.2. Machine Learning in the Life Sciences Key Manufacturers in Latin America
    • 10.5.3. Latin America Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.5.4. Latin America Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.5.5. Latin America Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.5.6. Latin America Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.7. Brazil
      • 10.5.7.1. Overview
      • 10.5.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.7.3. Brazil Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.7.4. Brazil Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.7.5. Brazil Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.8. Mexico
      • 10.5.8.1. Overview
      • 10.5.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.8.3. Mexico Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.8.4. Mexico Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.8.5. Mexico Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.9. Argentina
      • 10.5.9.1. Overview
      • 10.5.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.9.3. Argentina Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.9.4. Argentina Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.9.5. Argentina Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.10. Colombia
      • 10.5.10.1. Overview
      • 10.5.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.10.3. Colombia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.10.4. Colombia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.10.5. Colombia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.11. Rest of LATAM
      • 10.5.11.1. Overview
      • 10.5.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.11.3. Rest of LATAM Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.11.4. Rest of LATAM Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.11.5. Rest of LATAM Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
  • 10.6. Middle East and Africa
    • 10.6.1. Overview
    • 10.6.2. Machine Learning in the Life Sciences Key Manufacturers in Middle East and Africa
    • 10.6.3. Middle East and Africa Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.6.4. Middle East and Africa Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.6.5. Middle East and Africa Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.6.6. Middle East and Africa Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.7. Saudi Arabia
      • 10.6.7.1. Overview
      • 10.6.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.7.3. Saudi Arabia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.7.4. Saudi Arabia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.7.5. Saudi Arabia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.8. United Arab Emirates
      • 10.6.8.1. Overview
      • 10.6.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.8.3. United Arab Emirates Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.8.4. United Arab Emirates Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.8.5. United Arab Emirates Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.9. Israel
      • 10.6.9.1. Overview
      • 10.6.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.9.3. Israel Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.9.4. Israel Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.9.5. Israel Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.10. Turkey
      • 10.6.10.1. Overview
      • 10.6.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.10.3. Turkey Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.10.4. Turkey Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.10.5. Turkey Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.11. Algeria
      • 10.6.11.1. Overview
      • 10.6.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.11.3. Algeria Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.11.4. Algeria Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.11.5. Algeria Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.12. Egypt
      • 10.6.12.1. Overview
      • 10.6.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.12.3. Egypt Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.12.4. Egypt Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.12.5. Egypt Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.13. Rest of MEA
      • 10.6.13.1. Overview
      • 10.6.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.13.3. Rest of MEA Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.13.4. Rest of MEA Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.13.5. Rest of MEA Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)

11. Key Vendor Analysis- Machine Learning in the Life Sciences Industry

  • 11.1. Competitive Dashboard
  • 11.2. Company Profiles
    • 11.2.1. Atomwise Inc
    • 11.2.2. Insilico Medicine Inc.
    • 11.2.3. IBM Corporation
    • 11.2.4. AiCure LLC
    • 11.2.5. Nuance Communications Inc.
    • 11.2.6. Sensely Inc.
    • 11.2.7. Sophia Genetics SA
    • 11.2.8. NuMedii Inc.
    • 11.2.9. Enlitic Inc.
    • 11.2.10. Apixio Inc.
    • 11.2.11. Zebra Medical Vision
    • 11.2.12. twoXAR Inc.

12. 360 Degree Analyst View

13. Appendix

  • 13.1. Research Methodology
  • 13.2. References
  • 13.3. Abbreviations
  • 13.4. Disclaimer
  • 13.5. Contact Us