群集分析市場：組織規模、展開タイプ、分野別-2025～2030年の世界予測

群集分析市場の2023年の市場規模は14億2,000万米ドルで、2024年には16億9,000万米ドルに達すると予測され、CAGR 20.68％で成長し、2030年には53億米ドルに達すると予測されています。

群集分析では、CCTV、ソーシャルメディア、Wi-Fi、センサーなどさまざまなソースからのデータを利用して、公共空間における集団のパターンや行動を分析します。都市環境における群衆管理、公共イベント、スマートシティの実装に対する需要の高まりにより、重要性が増しています。主な用途には、安全管理、交通監視、小売分析、公共施設におけるユーザー体験の向上などがあります。市場の最終用途範囲は広く、政府、交通、小売、娯楽などのセクターをカバーしています。群集分析の成長を牽引しているのは、AIやビッグデータの技術的進歩、IoTデバイスの普及、公共の安全と業務効率の重視の高まりです。積極的な群衆管理のための予測分析の開発や、リアルタイムの意思決定能力の強化には機会があふれています。しかし、同市場はプライバシーの問題、データセキュリティの問題、アナリティクスソリューションの導入コストの高さといった課題に直面しており、これが成長を抑制する可能性があります。さらに、データの断片化や多様なデータソースの統合の複雑さも大きなハードルとなっています。イノベーションは、データ統合手法の改善、予測能力を高めるためのAIアルゴリズムの強化、小規模組織の参入障壁を下げるための費用対効果の高いソリューションの創出に重点を置くことができると思われます。さらなる研究開発により、調査手法における倫理的課題を探求し、より強固なプライバシー保護手法を開発することも考えられます。市場はダイナミックで競争が激しく、プレーヤーは常にサービスの革新と差別化を追求しています。企業は、急速に進化する状況に適応するために、スケーラブルで柔軟なソリューションを優先すべきです。推奨事項としては、技術開発のためのパートナーシップへの参加、顧客中心のイノベーションへの注力、最先端のアナリティクス・ソリューションのための研究開発への投資などが挙げられます。また、企業は、多様な専門知識を活用し、新たな市場セグメントにアクセスするために、業界を超えたコラボレーションを促進すべきであり、それによって持続可能な成長を確保し、ペースの速い市場セグメンテーションにおける競争優位性を維持することができます。

市場力学：急速に進化する群集分析市場の主要市場インサイトを公開

群集分析市場は、需要と供給のダイナミックな相互作用によって変貌を遂げています。このような市場力学の進化を理解することで、企業は十分な情報に基づいた投資決定、戦略的決定の精緻化、そして新たなビジネスチャンスの獲得に備えることができます。こうした動向を包括的に把握することで、企業は政治的、地理的、技術的、社会的、経済的な領域にわたる様々なリスクを軽減することができるとともに、消費者行動とそれが製造コストや購買動向に与える影響をより明確に理解することができます。

• 市場促進要因
  • 効率的な群集管理ソリューションの必要性につながる観光活動の増加
  • 通勤体験を向上させるための交通システムへの群集分析の導入
  • 急速な都市化により、大都市圏におけるより良い群集管理の需要が高まる
  • 群衆行動予測分析のための人工知能と機械学習の採用
• 市場抑制要因
  • 群集分析のデータ収集に関連するプライバシーに関する懸念と倫理的問題
  • 群集分析と既存の企業システムやインフラとの統合の難しさ
• 市場機会
  • 都市インフラ開発・管理の改善のための都市計画者による群集分析の採用
  • 群集分析を利用した小売業の顧客体験の向上と業務効率化
  • イベント管理における群集分析の活用による、より良い群衆コントロールとセキュリティ強化
• 市場の課題
  • 群集分析市場における、顧客体験の向上と業務効率化のための小売業に関連する業界特有の課題
  • 交通管理と乗客の流れを最適化するための、運輸業界における群集分析市場特有の課題

ポーターのファイブフォース：群集分析市場をナビゲートする戦略ツール

ポーターのファイブフォースフレームワークは、群集分析市場の競合情勢を理解するための重要なツールです。ポーターのファイブフォース・フレームワークは、企業の競争力を評価し、戦略的機会を探るための明確な手法を提供します。このフレームワークは、企業が市場内の勢力図を評価し、新規事業の収益性を判断するのに役立ちます。これらの洞察により、企業は自社の強みを活かし、弱みに対処し、潜在的な課題を回避することができ、より強靭な市場でのポジショニングを確保することができます。

PESTLE分析：群集分析市場における外部からの影響の把握

外部マクロ環境要因は、群集分析市場の業績ダイナミクスを形成する上で極めて重要な役割を果たします。政治的、経済的、社会的、技術的、法的、環境的要因の分析は、これらの影響をナビゲートするために必要な情報を提供します。PESTLE要因を調査することで、企業は潜在的なリスクと機会をよりよく理解することができます。この分析により、企業は規制、消費者の嗜好、経済動向の変化を予測し、先を見越した積極的な意思決定を行う準備ができます。

市場シェア分析：群集分析市場における競合情勢の把握

群集分析市場の詳細な市場シェア分析により、ベンダーの業績を包括的に評価することができます。企業は、収益、顧客ベース、成長率などの主要指標を比較することで、競争上のポジショニングを明らかにすることができます。この分析により、市場の集中、断片化、統合の動向が明らかになり、ベンダーは競争が激化する中で自社の地位を高める戦略的意思決定を行うために必要な知見を得ることができます。

FPNVポジショニング・マトリックス：群集分析市場におけるベンダーのパフォーマンス評価

FPNVポジショニングマトリックスは、群集分析市場においてベンダーを評価するための重要なツールです。このマトリックスにより、ビジネス組織はベンダーのビジネス戦略と製品満足度に基づき評価することで、目標に沿った十分な情報に基づいた意思決定を行うことができます。4つの象限によってベンダーを明確かつ正確にセグメント化し、戦略目標に最適なパートナーやソリューションを特定することができます。

戦略分析と推奨：群集分析市場における成功への道筋を描く

群集分析市場の戦略分析は、世界市場でのプレゼンス強化を目指す企業にとって不可欠です。主要なリソース、能力、業績指標を見直すことで、企業は成長機会を特定し、改善に取り組むことができます。このアプローチにより、競合情勢における課題を克服し、新たなビジネスチャンスを活かして長期的な成功を収めるための体制を整えることができます。

本レポートでは、主要な注目分野を網羅した市場の包括的な分析を提供しています：

1.市場の浸透度：現在の市場環境の詳細なレビュー、主要企業による広範なデータ、市場でのリーチと全体的な影響力の評価。

2.市場の開拓度：新興市場における成長機会を特定し、既存分野における拡大可能性を評価し、将来の成長に向けた戦略的ロードマップを提供します。

3.市場の多様化：最近の製品発売、未開拓の地域、業界の主要な進歩、市場を形成する戦略的投資を分析します。

4.競合の評価と情報：競合情勢を徹底的に分析し、市場シェア、事業戦略、製品ポートフォリオ、認証、規制当局の承認、特許動向、主要企業の技術進歩などを検証します。

5.製品開発およびイノベーション：将来の市場成長を促進すると期待される最先端技術、研究開発活動、製品イノベーションをハイライトしています。

また、利害関係者が十分な情報を得た上で意思決定できるよう、重要な質問にも答えています：

1.現在の市場規模と今後の成長予測は？

2.最高の投資機会を提供する製品、セグメント、地域はどこか？

3.市場を形成する主な技術動向と規制の影響とは？

4.主要ベンダーの市場シェアと競合ポジションは？

5.ベンダーの市場参入・撤退戦略の原動力となる収益源と戦略的機会は何か？

目次

第1章 序文

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 市場の概要

第5章 市場洞察

• 市場力学
  • 促進要因
    • 観光活動の増加により、効率的な群衆管理ソリューションの必要性が高まっています。
    • 通勤者の体験を向上させる交通システムへの群集分析の実装
    • 急速な都市化により、大都市圏での群衆管理の改善が求められています。
    • 群衆行動の予測分析のための人工知能と機械学習の採用
  • 抑制要因
    • 群集分析のデータ収集に関連するプライバシーの懸念と倫理的問題
    • 群集分析を既存のエンタープライズシステムおよびインフラストラクチャと統合することが困難
  • 機会
    • 都市インフラの開発と管理の改善のために都市計画者が群集分析を採用する
    • 顧客体験と業務効率の向上のため、小売業は群集分析への依存度を高めている
    • 群衆制御とセキュリティ強化を向上させるためにイベント管理で群集分析を使用する
  • 課題
    • 顧客エクスペリエンスと事業運営を向上させるための小売業界に関連するアナクラウドリティクス市場における業界固有の課題
    • 交通管理と乗客の流れを最適化するための交通部門に関連するアナクラウドリティクス市場における業界特有の課題
• 市場セグメンテーション分析
• ポーターのファイブフォース分析
• PESTEL分析
  • 政治的
  • 経済
  • 社交
  • 技術的
  • 法律上
  • 環境

第6章 群集分析市場：組織規模別

• 大企業
• 中小企業

第7章 群集分析市場：展開タイプ別

• クラウド
• オンプレミス

第8章 群集分析市場：業種別

• エンターテインメント
• 金融サービス
• ヘルスケア
• マーケティングと広告
• 公安
• 小売り
• 交通機関

第9章 南北アメリカの群集分析市場

• アルゼンチン
• ブラジル
• カナダ
• メキシコ
• 米国

第10章 アジア太平洋地域の群集分析市場

• オーストラリア
• 中国
• インド
• インドネシア
• 日本
• マレーシア
• フィリピン
• シンガポール
• 韓国
• 台湾
• タイ
• ベトナム

第11章 欧州・中東・アフリカの群集分析市場

• デンマーク
• エジプト
• フィンランド
• フランス
• ドイツ
• イスラエル
• イタリア
• オランダ
• ナイジェリア
• ノルウェー
• ポーランド
• カタール
• ロシア
• サウジアラビア
• 南アフリカ
• スペイン
• スウェーデン
• スイス
• トルコ
• アラブ首長国連邦
• 英国

第12章 競合情勢

• 市場シェア分析2023
• FPNVポジショニングマトリックス, 2023
• 競合シナリオ分析
• 戦略分析と提言

企業一覧

• 1. Cisco Systems, Inc.
• 2. HP Inc.
• 3. Huawei Technologies Co., Ltd.
• 4. IBM Corporation
• 5. Intel Corporation
• 6. LG Electronics Inc.
• 7. Microsoft Corporation
• 8. Nokia Corporation
• 9. NVIDIA Corporation
• 10. Oracle Corporation
• 11. Qualcomm Technologies, Inc.
• 12. Salesforce.com, Inc.
• 13. SAP SE
• 14. SAS Institute Inc.
• 15. Sony Corporation

LIST OF FIGURES

• FIGURE 1. CROWD ANALYTICS MARKET RESEARCH PROCESS
• FIGURE 2. CROWD ANALYTICS MARKET SIZE, 2023 VS 2030
• FIGURE 3. GLOBAL CROWD ANALYTICS MARKET SIZE, 2018-2030 (USD MILLION)
• FIGURE 4. GLOBAL CROWD ANALYTICS MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 5. GLOBAL CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 6. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2023 VS 2030 (%)
• FIGURE 7. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 8. GLOBAL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2023 VS 2030 (%)
• FIGURE 9. GLOBAL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 10. GLOBAL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2023 VS 2030 (%)
• FIGURE 11. GLOBAL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 12. AMERICAS CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 13. AMERICAS CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 14. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY STATE, 2023 VS 2030 (%)
• FIGURE 15. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 16. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 17. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 18. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 19. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 20. CROWD ANALYTICS MARKET SHARE, BY KEY PLAYER, 2023
• FIGURE 21. CROWD ANALYTICS MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

• TABLE 1. CROWD ANALYTICS MARKET SEGMENTATION & COVERAGE
• TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
• TABLE 3. GLOBAL CROWD ANALYTICS MARKET SIZE, 2018-2030 (USD MILLION)
• TABLE 4. GLOBAL CROWD ANALYTICS MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 5. GLOBAL CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 6. CROWD ANALYTICS MARKET DYNAMICS
• TABLE 7. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 8. GLOBAL CROWD ANALYTICS MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 9. GLOBAL CROWD ANALYTICS MARKET SIZE, BY SMALL AND MEDIUM ENTERPRISES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 10. GLOBAL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 11. GLOBAL CROWD ANALYTICS MARKET SIZE, BY CLOUD, BY REGION, 2018-2030 (USD MILLION)
• TABLE 12. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 13. GLOBAL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 14. GLOBAL CROWD ANALYTICS MARKET SIZE, BY ENTERTAINMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 15. GLOBAL CROWD ANALYTICS MARKET SIZE, BY FINANCIAL SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 16. GLOBAL CROWD ANALYTICS MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 17. GLOBAL CROWD ANALYTICS MARKET SIZE, BY MARKETING AND ADVERTISING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 18. GLOBAL CROWD ANALYTICS MARKET SIZE, BY PUBLIC SAFETY, BY REGION, 2018-2030 (USD MILLION)
• TABLE 19. GLOBAL CROWD ANALYTICS MARKET SIZE, BY RETAIL, BY REGION, 2018-2030 (USD MILLION)
• TABLE 20. GLOBAL CROWD ANALYTICS MARKET SIZE, BY TRANSPORTATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 21. AMERICAS CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 22. AMERICAS CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 23. AMERICAS CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 24. AMERICAS CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 25. ARGENTINA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 26. ARGENTINA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 27. ARGENTINA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 28. BRAZIL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 29. BRAZIL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 30. BRAZIL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 31. CANADA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 32. CANADA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 33. CANADA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 34. MEXICO CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 35. MEXICO CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 36. MEXICO CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 37. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 38. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 39. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 40. UNITED STATES CROWD ANALYTICS MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
• TABLE 41. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 42. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 43. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 44. ASIA-PACIFIC CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 45. AUSTRALIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 46. AUSTRALIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 47. AUSTRALIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 48. CHINA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 49. CHINA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 50. CHINA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 51. INDIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 52. INDIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 53. INDIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 54. INDONESIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 55. INDONESIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 56. INDONESIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 57. JAPAN CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 58. JAPAN CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 59. JAPAN CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 60. MALAYSIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 61. MALAYSIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 62. MALAYSIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 63. PHILIPPINES CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 64. PHILIPPINES CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 65. PHILIPPINES CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 66. SINGAPORE CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 67. SINGAPORE CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 68. SINGAPORE CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 69. SOUTH KOREA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 70. SOUTH KOREA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 71. SOUTH KOREA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 72. TAIWAN CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 73. TAIWAN CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 74. TAIWAN CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 75. THAILAND CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 76. THAILAND CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 77. THAILAND CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 78. VIETNAM CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 79. VIETNAM CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 80. VIETNAM CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 81. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 82. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 83. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 84. EUROPE, MIDDLE EAST & AFRICA CROWD ANALYTICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 85. DENMARK CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 86. DENMARK CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 87. DENMARK CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 88. EGYPT CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 89. EGYPT CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 90. EGYPT CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 91. FINLAND CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 92. FINLAND CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 93. FINLAND CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 94. FRANCE CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 95. FRANCE CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 96. FRANCE CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 97. GERMANY CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 98. GERMANY CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 99. GERMANY CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 100. ISRAEL CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 101. ISRAEL CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 102. ISRAEL CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 103. ITALY CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 104. ITALY CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 105. ITALY CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 106. NETHERLANDS CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 107. NETHERLANDS CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 108. NETHERLANDS CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 109. NIGERIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 110. NIGERIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 111. NIGERIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 112. NORWAY CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 113. NORWAY CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 114. NORWAY CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 115. POLAND CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 116. POLAND CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 117. POLAND CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 118. QATAR CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 119. QATAR CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 120. QATAR CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 121. RUSSIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 122. RUSSIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 123. RUSSIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 124. SAUDI ARABIA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 125. SAUDI ARABIA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 126. SAUDI ARABIA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 127. SOUTH AFRICA CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 128. SOUTH AFRICA CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 129. SOUTH AFRICA CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 130. SPAIN CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 131. SPAIN CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 132. SPAIN CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 133. SWEDEN CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 134. SWEDEN CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 135. SWEDEN CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 136. SWITZERLAND CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 137. SWITZERLAND CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 138. SWITZERLAND CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 139. TURKEY CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 140. TURKEY CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 141. TURKEY CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 142. UNITED ARAB EMIRATES CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 143. UNITED ARAB EMIRATES CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 144. UNITED ARAB EMIRATES CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 145. UNITED KINGDOM CROWD ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
• TABLE 146. UNITED KINGDOM CROWD ANALYTICS MARKET SIZE, BY DEPLOYMENT TYPE, 2018-2030 (USD MILLION)
• TABLE 147. UNITED KINGDOM CROWD ANALYTICS MARKET SIZE, BY VERTICALS, 2018-2030 (USD MILLION)
• TABLE 148. CROWD ANALYTICS MARKET SHARE, BY KEY PLAYER, 2023
• TABLE 149. CROWD ANALYTICS MARKET, FPNV POSITIONING MATRIX, 2023

The Crowd Analytics Market was valued at USD 1.42 billion in 2023, expected to reach USD 1.69 billion in 2024, and is projected to grow at a CAGR of 20.68%, to USD 5.30 billion by 2030.

Crowd analytics involves the use of data from various sources such as CCTV, social media, Wi-Fi, and sensors to analyze patterns and behaviors of groups in public spaces. It's taking on increasing importance due to the rising demand for crowd management in urban settings, public events, and smart city implementations. Key applications include safety management, traffic monitoring, retail analytics, and enhancing user experiences in public venues. The market's end-use scope is extensive, covering sectors like government, transportation, retail, and entertainment. The growth of crowd analytics is driven by technological advancements in AI and big data, the proliferation of IoT devices, and a growing emphasis on public safety and operational efficiency. Opportunities abound in developing predictive analytics for proactive crowd management and enhancing real-time decision-making capabilities. However, the market faces challenges such as privacy concerns, data security issues, and the high cost of implementing analytics solutions, which could restrain growth. Moreover, data fragmentation and the complexity of integrating diverse data sources also present significant hurdles. Innovations could focus on improving data integration methods, enhancing AI algorithms for predictive capabilities, and creating more cost-effective solutions to lower entry barriers for smaller organizations. Further research might explore the ethical challenges in crowd analytics, developing more robust privacy-preserving methodologies. The market is dynamic and competitive, with players constantly seeking to innovate and differentiate their services. Businesses should prioritize scalable and flexible solutions to adapt to the rapidly evolving landscape. Recommendations include engaging in partnerships for technology development, focusing on customer-centric innovations, and investing in R&D for cutting-edge analytics solutions. Companies should also foster collaborations across industries to leverage diverse expertise and access new market segments, thereby ensuring sustainable growth and maintaining competitive advantages in the fast-paced crowd analytics market.

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Crowd Analytics Market

The Crowd Analytics Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

• Market Drivers
  • Increase in tourism activities leading to the necessity for efficient crowd management solutions
  • Implementation of crowd analytics in transportation systems to enhance commuter experience
  • Rapid urbanization contributing to the demand for better crowd control in metropolitan areas
  • Adoption of artificial intelligence and machine learning for predictive crowd behavior analysis
• Market Restraints
  • Privacy concerns and ethical issues related to the data collection in crowd analytics
  • Difficulty in integrating crowd analytics with existing enterprise systems and infrastructure
• Market Opportunities
  • Adoption of crowd analytics by city planners for improved urban infrastructure development and management
  • Increasing reliance of retail businesses on crowd analytics for enhancing customer experience and operational efficiency
  • Use of crowd analytics in event management for better crowd control and security enhancement
• Market Challenges
  • Industry-specific challenge in the crowd analytics market related to retail industry for enhancing customer experience and business operations
  • Industry-specific challenge in the crowd analytics market related to transportation sector for optimizing traffic management and passenger flow

Porter's Five Forces: A Strategic Tool for Navigating the Crowd Analytics Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Crowd Analytics Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the Crowd Analytics Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Crowd Analytics Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the Crowd Analytics Market

A detailed market share analysis in the Crowd Analytics Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the Crowd Analytics Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Crowd Analytics Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the Crowd Analytics Market

A strategic analysis of the Crowd Analytics Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the Crowd Analytics Market, highlighting leading vendors and their innovative profiles. These include Cisco Systems, Inc., HP Inc., Huawei Technologies Co., Ltd., IBM Corporation, Intel Corporation, LG Electronics Inc., Microsoft Corporation, Nokia Corporation, NVIDIA Corporation, Oracle Corporation, Qualcomm Technologies, Inc., Salesforce.com, Inc., SAP SE, SAS Institute Inc., and Sony Corporation.

Market Segmentation & Coverage

This research report categorizes the Crowd Analytics Market to forecast the revenues and analyze trends in each of the following sub-markets:

• Based on Organization Size, market is studied across Large Enterprises and Small And Medium Enterprises.
• Based on Deployment Type, market is studied across Cloud and On-Premise.
• Based on Verticals, market is studied across Entertainment, Financial Services, Healthcare, Marketing And Advertising, Public Safety, Retail, and Transportation.
• Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

• 1.1. Objectives of the Study
• 1.2. Market Segmentation & Coverage
• 1.3. Years Considered for the Study
• 1.4. Currency & Pricing
• 1.5. Language
• 1.6. Stakeholders

2. Research Methodology

• 2.1. Define: Research Objective
• 2.2. Determine: Research Design
• 2.3. Prepare: Research Instrument
• 2.4. Collect: Data Source
• 2.5. Analyze: Data Interpretation
• 2.6. Formulate: Data Verification
• 2.7. Publish: Research Report
• 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

• 5.1. Market Dynamics
  • 5.1.1. Drivers
    • 5.1.1.1. Increase in tourism activities leading to the necessity for efficient crowd management solutions
    • 5.1.1.2. Implementation of crowd analytics in transportation systems to enhance commuter experience
    • 5.1.1.3. Rapid urbanization contributing to the demand for better crowd control in metropolitan areas
    • 5.1.1.4. Adoption of artificial intelligence and machine learning for predictive crowd behavior analysis
  • 5.1.2. Restraints
    • 5.1.2.1. Privacy concerns and ethical issues related to the data collection in crowd analytics
    • 5.1.2.2. Difficulty in integrating crowd analytics with existing enterprise systems and infrastructure
  • 5.1.3. Opportunities
    • 5.1.3.1. Adoption of crowd analytics by city planners for improved urban infrastructure development and management
    • 5.1.3.2. Increasing reliance of retail businesses on crowd analytics for enhancing customer experience and operational efficiency
    • 5.1.3.3. Use of crowd analytics in event management for better crowd control and security enhancement
  • 5.1.4. Challenges
    • 5.1.4.1. Industry-specific challenge in the crowd analytics market related to retail industry for enhancing customer experience and business operations
    • 5.1.4.2. Industry-specific challenge in the crowd analytics market related to transportation sector for optimizing traffic management and passenger flow
• 5.2. Market Segmentation Analysis
• 5.3. Porter's Five Forces Analysis
  • 5.3.1. Threat of New Entrants
  • 5.3.2. Threat of Substitutes
  • 5.3.3. Bargaining Power of Customers
  • 5.3.4. Bargaining Power of Suppliers
  • 5.3.5. Industry Rivalry
• 5.4. PESTLE Analysis
  • 5.4.1. Political
  • 5.4.2. Economic
  • 5.4.3. Social
  • 5.4.4. Technological
  • 5.4.5. Legal
  • 5.4.6. Environmental

6. Crowd Analytics Market, by Organization Size

• 6.1. Introduction
• 6.2. Large Enterprises
• 6.3. Small And Medium Enterprises

7. Crowd Analytics Market, by Deployment Type

• 7.1. Introduction
• 7.2. Cloud
• 7.3. On-Premise

8. Crowd Analytics Market, by Verticals

• 8.1. Introduction
• 8.2. Entertainment
• 8.3. Financial Services
• 8.4. Healthcare
• 8.5. Marketing And Advertising
• 8.6. Public Safety
• 8.7. Retail
• 8.8. Transportation

9. Americas Crowd Analytics Market

• 9.1. Introduction
• 9.2. Argentina
• 9.3. Brazil
• 9.4. Canada
• 9.5. Mexico
• 9.6. United States

10. Asia-Pacific Crowd Analytics Market

• 10.1. Introduction
• 10.2. Australia
• 10.3. China
• 10.4. India
• 10.5. Indonesia
• 10.6. Japan
• 10.7. Malaysia
• 10.8. Philippines
• 10.9. Singapore
• 10.10. South Korea
• 10.11. Taiwan
• 10.12. Thailand
• 10.13. Vietnam

11. Europe, Middle East & Africa Crowd Analytics Market

• 11.1. Introduction
• 11.2. Denmark
• 11.3. Egypt
• 11.4. Finland
• 11.5. France
• 11.6. Germany
• 11.7. Israel
• 11.8. Italy
• 11.9. Netherlands
• 11.10. Nigeria
• 11.11. Norway
• 11.12. Poland
• 11.13. Qatar
• 11.14. Russia
• 11.15. Saudi Arabia
• 11.16. South Africa
• 11.17. Spain
• 11.18. Sweden
• 11.19. Switzerland
• 11.20. Turkey
• 11.21. United Arab Emirates
• 11.22. United Kingdom

12. Competitive Landscape

• 12.1. Market Share Analysis, 2023
• 12.2. FPNV Positioning Matrix, 2023
• 12.3. Competitive Scenario Analysis
• 12.4. Strategy Analysis & Recommendation

Companies Mentioned

• 1. Cisco Systems, Inc.
• 2. HP Inc.
• 3. Huawei Technologies Co., Ltd.
• 4. IBM Corporation
• 5. Intel Corporation
• 6. LG Electronics Inc.
• 7. Microsoft Corporation
• 8. Nokia Corporation
• 9. NVIDIA Corporation
• 10. Oracle Corporation
• 11. Qualcomm Technologies, Inc.
• 12. Salesforce.com, Inc.
• 13. SAP SE
• 14. SAS Institute Inc.
• 15. Sony Corporation