デフォルト表紙
市場調査レポート
商品コード
1181996

パーソナルロボットの世界市場規模調査&予測、タイプ別(家事、娯楽、高齢者・障害者支援、ホームセキュリティ・監視)、地域別分析、2022-2029年

Global Personal Robots Market Size study & Forecast, by Type (Household Work, Entertainment, Elderly and Handicap Assistance, Home Security and Surveillance), and Regional Analysis, 2022-2029

出版日: | 発行: Bizwit Research & Consulting LLP | ページ情報: 英文 | 納期: 2~3営業日

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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=158.16円
パーソナルロボットの世界市場規模調査&予測、タイプ別(家事、娯楽、高齢者・障害者支援、ホームセキュリティ・監視)、地域別分析、2022-2029年
出版日: 2023年01月05日
発行: Bizwit Research & Consulting LLP
ページ情報: 英文
納期: 2~3営業日
  • 全表示
  • 概要
  • 図表
  • 目次
概要

パーソナルロボットは、家事、教育、娯楽、調査など、さまざまな作業を行うために作られます。

そのデザインとユーザーインターフェースにより、個人はその恩恵を受けることができます。パーソナルロボット市場は、障害者や高齢者のための支援ロボットに対する需要の高まりや、世界のスマートホームの開発の高まりなどの要因から拡大しています。家庭や病院におけるパーソナルロボットの展開は、機械学習、コンピュータビジョン、自然言語処理、ジェスチャーコントローラーなどの人工知能(AI)技術によって進化しています。環境を理解し、静物と動物を避け、感情を理解し、コミュニケーションをとるのに十分な知能を持つパーソナルロボットは、住宅などの混雑した場所でも操作できるようになるでしょう。

国際ロボット連盟(IFR)とLoup Venturesは、2025年までにロボット掃除機が2210万台出荷され、推定49億8000万米ドルの売上をもたらすと予測しています。Statistaによると、2019年のスマートホームの普及率は9.27%で、2020年には10.62%に上昇し、2025年には21.09%に達すると予測されています。その結果、スマートホームの普及率の上昇に伴い、パーソナルロボットの需要も増加しました。しかし、パーソナルロボットはコストが高いため、2022年~2029年の予測期間を通じて市場成長が阻害されます。

パーソナルロボットの世界市場調査において考慮された主要地域は、アジア太平洋地域、北米、欧州、中南米、その他の地域です。アジア太平洋地域は、ヘルスケアにおけるパーソナルロボットの優位性、5Gの普及などにより、収益面で同地域を支配しています。さらに、北米は、技術進歩、先端技術の普及と採用の増加などの要因から、急速に成長している地域です。

本調査の目的は、近年における様々なセグメントと国の市場規模を定義し、今後数年間の値を予測することです。本レポートは、調査対象国における産業の質的・量的な側面を取り込むように設計されています。

また、市場の将来的な成長を規定する促進要因や課題などの重要な側面に関する詳細な情報も提供しています。さらに、主要企業の競合情勢や製品提供の詳細な分析とともに、利害関係者が投資するためのミクロ市場の潜在的な機会も組み込んでいます。

目次

第1章 エグゼクティブサマリー

  • 市場スナップショット
  • 世界・セグメント別市場推定・予測、2019年~2029年
    • パーソナルロボット市場:地域別、2019年~2029年
    • パーソナルロボット市場:タイプ別、2019年~2029年
  • 主な動向
  • 調査手法
  • 調査前提条件

第2章 パーソナルロボットの世界市場の定義と範囲

  • 調査の目的
  • 市場の定義と範囲
    • 調査対象範囲
    • 産業の進化
  • 調査対象年
  • 通貨換算レート

第3章 パーソナルロボットの世界市場の力学

  • パーソナルロボット市場の影響分析(2019年~2029年)
    • 市場促進要因
      • 身体障害者や高齢者向けの支援ロボットの需要拡大
      • スマートホームの開発台数増加
    • 市場の課題
      • パーソナルロボットの高コスト
    • 市場機会
      • 技術的進歩の高まり

第4章 パーソナルロボットの世界市場:産業分析

  • ポーターの5フォースモデル
    • 供給企業の交渉力
    • 買い手の交渉力
    • 新規参入業者の脅威
    • 代替品の脅威
    • 競争企業間の敵対関係
  • ポーターの5フォースモデルへの未来的アプローチ(2019-2029年)
  • PEST分析
    • 政治的要因
    • 経済的
    • 社会的
    • 技術的
  • 投資採用モデル
  • アナリストの結論・提言
  • トップ投資機会
  • 主要成功戦略

第5章 リスク評価:COVID-19の影響

  • COVID-19が業界に与える全体的な影響の評価
  • COVID-19以前とCOVID-19以後の市場シナリオ

第6章 パーソナルロボットの世界市場:タイプ別

  • 市場スナップショット
  • パーソナルロボットの世界市場:タイプ別性能-ポテンシャル分析
  • パーソナルロボットの世界市場、タイプ別推定・予測2019~2029年
  • パーソナルロボット市場、サブセグメント分析
    • 家事作業
    • エンターテイメント
    • 高齢者・ハンディキャップアシスト
    • ホームセキュリティ、監視
    • その他タイプ

第7章 パーソナルロボットの世界市場:地域別分析

  • パーソナルロボット市場、地域別市場スナップショット
  • 北米
    • 米国
      • タイプ別の推定・予測、2019年~2029年
    • カナダ
  • 欧州のパーソナルロボット市場スナップショット
    • 英国
    • ドイツ
    • フランス
    • スペイン
    • イタリア
    • その他の欧州地域
  • アジア太平洋地域のパーソナルロボット市場のスナップショット
    • 中国
    • インド
    • 日本
    • オーストラリア
    • 韓国
    • その他アジア太平洋地域
  • ラテンアメリカのパーソナルロボット市場のスナップショット
    • ブラジル
    • メキシコ
  • 世界のその他の地域

第8章 競合情報

  • トップ市場戦略
  • 企業プロファイル
    • Sony Corporation
      • 主要情報
      • 概要
      • 財務情報(データの入手状況により異なります)
      • 製品概要
      • 最近の動向
    • Honda Motor Company Ltd
    • Ecovacs Robotics Inc.
    • iRobot Corporation
    • Neato Robotics Inc.(Vorwerk Corporation)
    • Samsung Group
    • Gecko Systems International Corporation
    • Hanool-Robotics Corp.
    • Segway Inc.(Ninebot Company)
    • F &P Robotics AG

第9章 調査プロセス

  • 調査プロセス
    • データマイニング
    • 分析
    • 市場推定
    • バリデーション
    • 出版
  • 調査属性
  • 調査の前提条件
図表

LIST OF TABLES

  • TABLE 1. Global Personal Robots Market, report scope
  • TABLE 2. Global Personal Robots Market estimates & forecasts by Region 2019-2029 (USD Billion)
  • TABLE 3. Global Personal Robots Market estimates & forecasts by Type 2019-2029 (USD Billion)
  • TABLE 4. Global Personal Robots Market by segment, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 5. Global Personal Robots Market by region, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 6. Global Personal Robots Market by segment, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 7. Global Personal Robots Market by region, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 8. Global Personal Robots Market by segment, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 9. Global Personal Robots Market by region, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 10. Global Personal Robots Market by segment, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 11. Global Personal Robots Market by region, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 12. Global Personal Robots Market by segment, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 13. Global Personal Robots Market by region, estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 14. U.S. Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 15. U.S. Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 16. U.S. Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 17. Canada Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 18. Canada Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 19. Canada Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 20. UK Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 21. UK Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 22. UK Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 23. Germany Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 24. Germany Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 25. Germany Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 26. France Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 27. France Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 28. France Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 29. Italy Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 30. Italy Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 31. Italy Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 32. Spain Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 33. Spain Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 34. Spain Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 35. RoE Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 36. RoE Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 37. RoE Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 38. China Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 39. China Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 40. China Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 41. India Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 42. India Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 43. India Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 44. Japan Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 45. Japan Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 46. Japan Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 47. South Korea Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 48. South Korea Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 49. South Korea Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 50. Australia Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 51. Australia Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 52. Australia Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 53. RoAPAC Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 54. RoAPAC Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 55. RoAPAC Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 56. Brazil Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 57. Brazil Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 58. Brazil Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 59. Mexico Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 60. Mexico Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 61. Mexico Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 62. RoLA Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 63. RoLA Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 64. RoLA Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 65. Row Personal Robots Market estimates & forecasts, 2019-2029 (USD Billion)
  • TABLE 66. Row Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 67. Row Personal Robots Market estimates & forecasts by segment 2019-2029 (USD Billion)
  • TABLE 68. List of secondary sources, used in the study of global Personal Robots Market
  • TABLE 69. List of primary sources, used in the study of global Personal Robots Market
  • TABLE 70. Years considered for the study
  • TABLE 71. Exchange rates considered

List of tables and figures and dummy in nature, final lists may vary in the final deliverable

LIST OF FIGURES

List of figures

  • FIG 1. Global Personal Robots Market, research methodology
  • FIG 2. Global Personal Robots Market, Market estimation techniques
  • FIG 3. Global Market size estimates & forecast methods
  • FIG 4. Global Personal Robots Market, key trends 2021
  • FIG 5. Global Personal Robots Market, growth prospects 2022-2029
  • FIG 6. Global Personal Robots Market, porters 5 force model
  • FIG 7. Global Personal Robots Market, pest analysis
  • FIG 8. Global Personal Robots Market, value chain analysis
  • FIG 9. Global Personal Robots Market by segment, 2019 & 2029 (USD Billion)
  • FIG 10. Global Personal Robots Market by segment, 2019 & 2029 (USD Billion)
  • FIG 11. Global Personal Robots Market by segment, 2019 & 2029 (USD Billion)
  • FIG 12. Global Personal Robots Market by segment, 2019 & 2029 (USD Billion)
  • FIG 13. Global Personal Robots Market by segment, 2019 & 2029 (USD Billion)
  • FIG 14. Global Personal Robots Market, regional snapshot 2019 & 2029
  • FIG 15. North America Personal Robots Market 2019 & 2029 (USD Billion)
  • FIG 16. Europe Personal Robots Market 2019 & 2029 (USD Billion)
  • FIG 17. Asia pacific Personal Robots Market 2019 & 2029 (USD Billion)
  • FIG 18. Latin America Personal Robots Market 2019 & 2029 (USD Billion)
  • FIG 19. Global Personal Robots Market, company Market share analysis (2021)

List of tables and figures and dummy in nature, final lists may vary in the final deliverable

目次

Global Personal Robots Market is valued approximately at USD XXX billion in 2021 and is anticipated to grow with a healthy growth rate of more than XX% over the forecast period 2022-2029. Personal robots are made for performing various tasks such as housework, education, entertainment, and research. Individuals can benefit from it due to its design and user interface. The Personal Robots market is expanding because of factors such as growing demand for assistive robots for disabled and older population and rising development of Smart homes across the globe. Personal robot deployment in homes and hospitals is evolving due to artificial intelligence (AI) technologies including machine learning, computer vision, natural language processing, and gesture controllers. Personal robots that are intelligent enough to understand their environment, avoid static and moving objects, understand emotions, and communicate will be able to maneuver around crowded areas like houses.

The International Federation of Robotics (IFR) and Loup Ventures predict that by 2025, 22.1 million robotic vacuum cleaners will be shipped, bringing in an estimated USD 4.98 billion in revenue. As per Statista, in year 2019, the Smart Home penetration rate stood at 9.27% which increased to 10.62% in 2020 and it is projected to reach at 21.09% by 2025. As a result, with the rising penetration of smart homes, the demand for personal robots also increased. However, the high cost of Personal Robots stifles market growth throughout the forecast period of 2022-2029.

The key regions considered for the Global Personal Robots Market study includes Asia Pacific, North America, Europe, Latin America, and Rest of the World. Asia Pacific dominated the space in terms of revenue, owing to the dominance of personal robots in healthcare, 5G penetration, and more. Furthermore, North America is the fasted growing region owing to factors such as rising technological advancement and rising penetration and adoption of advance technologies.

Major market players included in this report are:

Sony Corporation

Honda Motor Company Ltd

Ecovacs Robotics Inc.

iRobot Corporation

Neato Robotics Inc. (Vorwerk Corporation)

Samsung Group

Gecko Systems International Corporation

Hanool-Robotics Corp.

Segway Inc. (Ninebot Company)

F &P Robotics AG

Recent Developments in the Market:

  • In August 2022, Amazon.com Inc acquired iRobot Corp, in USD 1.7 billion. The company is the developer of robot vacuum cleaners. By this deal, the company would expand its presence in personal robots as well as smart home devices market.
  • In Aug 2022, ECOVACS, announced the introduction of DEEBOT X1 cleaning robots. The product is fully automated and ultra-premium robotic vacuum & mop cleaning systems. The product offers an all-in-one solution with the ultimate goal of a cultural shift away from in-home, hands-on work to a truly hands-free and consistent cleaning experience.

Global Personal Robots Market Report Scope:

Historical Data: 2019-2020-2021

Base Year for Estimation: 2021

Forecast period: 2022-2029

Report Coverage: Revenue forecast, Company Ranking, Competitive Landscape, Growth factors, and Trends

Segments Covered: Type, Region

Regional Scope: North America; Europe; Asia Pacific; Latin America; Rest of the World

Customization Scope: Free report customization (equivalent up to 8 analyst's working hours) with purchase. Addition or alteration to country, regional & segment scope*

The objective of the study is to define market sizes of different segments & countries in recent years and to forecast the values to the coming years. The report is designed to incorporate both qualitative and quantitative aspects of the industry within countries involved in the study.

The report also caters detailed information about the crucial aspects such as driving factors & challenges which will define the future growth of the market. Additionally, it also incorporates potential opportunities in micro markets for stakeholders to invest along with the detailed analysis of competitive landscape and product offerings of key players. The detailed segments and sub-segment of the market are explained below:

By Type:

Household Work

Entertainment

Elderly and Handicap Assistance

Home Security and Surveillance

By Region:

North America

U.S.

Canada

Europe

UK

Germany

France

Spain

Italy

ROE

Asia Pacific

China

India

Japan

Australia

South Korea

RoAPAC

Latin America

Brazil

Mexico

Rest of the World

Table of Contents

Chapter 1. Executive Summary

  • 1.1. Market Snapshot
  • 1.2. Global & Segmental Market Estimates & Forecasts, 2019-2029 (USD Billion)
    • 1.2.1. Personal Robots Market, by region, 2019-2029 (USD Billion)
    • 1.2.2. Personal Robots Market, by Type, 2019-2029 (USD Billion)
  • 1.3. Key Trends
  • 1.4. Estimation Methodology
  • 1.5. Research Assumption

Chapter 2. Global Personal Robots Market Definition and Scope

  • 2.1. Objective of the Study
  • 2.2. Market Definition & Scope
    • 2.2.1. Scope of the Study
    • 2.2.2. Industry Evolution
  • 2.3. Years Considered for the Study
  • 2.4. Currency Conversion Rates

Chapter 3. Global Personal Robots Market Dynamics

  • 3.1. Personal Robots Market Impact Analysis (2019-2029)
    • 3.1.1. Market Drivers
      • 3.1.1.1. Growing demand for assistive robots for disabled and older adults
      • 3.1.1.2. Rising development of Smart homes
    • 3.1.2. Market Challenges
      • 3.1.2.1. High cost of personal robots
    • 3.1.3. Market Opportunities
      • 3.1.3.1. Rising technological advancement

Chapter 4. Global Personal Robots Market: Industry Analysis

  • 4.1. Porter's 5 Force Model
    • 4.1.1. Bargaining Power of Suppliers
    • 4.1.2. Bargaining Power of Buyers
    • 4.1.3. Threat of New Entrants
    • 4.1.4. Threat of Substitutes
    • 4.1.5. Competitive Rivalry
  • 4.2. Futuristic Approach to Porter's 5 Force Model (2019-2029)
  • 4.3. PEST Analysis
    • 4.3.1. Political
    • 4.3.2. Economic
    • 4.3.3. Social
    • 4.3.4. Technological
  • 4.4. Investment Adoption Model
  • 4.5. Analyst Recommendation & Conclusion
  • 4.6. Top investment opportunity
  • 4.7. Top winning strategies

Chapter 5. Risk Assessment: COVID-19 Impact

  • 5.1. Assessment of the overall impact of COVID-19 on the industry
  • 5.2. Pre COVID-19 and post COVID-19 Market scenario

Chapter 6. Global Personal Robots Market, by Type

  • 6.1. Market Snapshot
  • 6.2. Global Personal Robots Market by Type, Performance - Potential Analysis
  • 6.3. Global Personal Robots Market Estimates & Forecasts by Type 2019-2029 (USD Billion)
  • 6.4. Personal Robots Market, Sub Segment Analysis
    • 6.4.1. Household Work
    • 6.4.2. Entertainment
    • 6.4.3. Elderly and Handicap Assistance
    • 6.4.4. Home Security and Surveillance
    • 6.4.5. Other type

Chapter 7. Global Personal Robots Market, Regional Analysis

  • 7.1. Personal Robots Market, Regional Market Snapshot
  • 7.2. North America Personal Robots Market
    • 7.2.1. U.S. Personal Robots Market
      • 7.2.1.1. Type breakdown estimates & forecasts, 2019-2029
    • 7.2.2. Canada Personal Robots Market
  • 7.3. Europe Personal Robots Market Snapshot
    • 7.3.1. U.K. Personal Robots Market
    • 7.3.2. Germany Personal Robots Market
    • 7.3.3. France Personal Robots Market
    • 7.3.4. Spain Personal Robots Market
    • 7.3.5. Italy Personal Robots Market
    • 7.3.6. Rest of Europe Personal Robots Market
  • 7.4. Asia-Pacific Personal Robots Market Snapshot
    • 7.4.1. China Personal Robots Market
    • 7.4.2. India Personal Robots Market
    • 7.4.3. Japan Personal Robots Market
    • 7.4.4. Australia Personal Robots Market
    • 7.4.5. South Korea Personal Robots Market
    • 7.4.6. Rest of Asia Pacific Personal Robots Market
  • 7.5. Latin America Personal Robots Market Snapshot
    • 7.5.1. Brazil Personal Robots Market
    • 7.5.2. Mexico Personal Robots Market
  • 7.6. Rest of The World Personal Robots Market

Chapter 8. Competitive Intelligence

  • 8.1. Top Market Strategies
  • 8.2. Company Profiles
    • 8.2.1. Sony Corporation
      • 8.2.1.1. Key Information
      • 8.2.1.2. Overview
      • 8.2.1.3. Financial (Subject to Data Availability)
      • 8.2.1.4. Product Summary
      • 8.2.1.5. Recent Developments
    • 8.2.2. Honda Motor Company Ltd
    • 8.2.3. Ecovacs Robotics Inc.
    • 8.2.4. iRobot Corporation
    • 8.2.5. Neato Robotics Inc. (Vorwerk Corporation)
    • 8.2.6. Samsung Group
    • 8.2.7. Gecko Systems International Corporation
    • 8.2.8. Hanool-Robotics Corp.
    • 8.2.9. Segway Inc. (Ninebot Company)
    • 8.2.10. F &P Robotics AG

Chapter 9. Research Process

  • 9.1. Research Process
    • 9.1.1. Data Mining
    • 9.1.2. Analysis
    • 9.1.3. Market Estimation
    • 9.1.4. Validation
    • 9.1.5. Publishing
  • 9.2. Research Attributes
  • 9.3. Research Assumption