市場調査レポート

商品コード

データラベリングソリューションとサービスの世界市場規模、シェア、産業動向分析レポート：タイプ別、ラベリングタイプ別（手動、半監視、自動）、ソーシングタイプ別、業界別、地域別展望と予測、2023年～2030年

Global Data Labeling Solution And Services Market Size, Share & Industry Trends Analysis Report By Type, By Labeling Type (Manual, Semi-Supervised, and Automatic), By Sourcing Type, By Vertical, By Regional Outlook and Forecast, 2023 - 2030

出版日: 2023年07月31日
発行: KBV Research
ページ情報: 英文 305 Pages
納期: 即納可能

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全表示
概要
図表
目次

概要

サンプル依頼リストに入れる

データラベリングソリューションとサービス市場規模は2030年までに469億米ドルに達すると予測され、予測期間中のCAGRは19.5%の市場成長率で上昇する見込みです。

KBV Cardinalのマトリックスに掲載された分析によると、Google LLC（Alphabet Inc.）が同市場におけるトップランナーです。Appen Limited、TELUS International（Playment, Inc.）、Alegion, Inc.などの企業は、市場における主要なイノベーターです。例えば、2021年5月、Cogitoは病理学、眼科学、心臓病学の機能を拡張しました。ヘルスケアにおけるAIの採用には、ヘルスケアにおける正確な注釈データのための専門知識が必要です。

市場成長要因

ヘルスケア画像処理におけるラベル付きデータの利用の増加

ヘルスケア産業は、より良い患者ケア、より迅速な診断、より早期の薬物発見のために、Al-enabledシステムを採用することで成長しています。適切にラベル付けされた医療画像の助けを借りて、人の手を借りずに患者の障害や病気を特定できるアルゴリズムが構築されています。医療スタッフはまた、知識豊富なデータラベリングソリューションやサービスプロバイダーと協力して、正確にラベル付けされた手術映像のデータベースを作成しています。このデータセットは、自律型手術ロボットを開発する際の基本的な要素となります。ヘルスケアにおけるデータラベリングソリューション・サービスのこのような幅広い利用が、予測期間中の市場拡大をサポートすると推定されます。

さまざまな産業でデジタル化が進む

この市場は、デジタル化の採用により大きく成長しています。デジタル化の結果、多くの産業でデータ収集が大幅に増加しています。デジタルプラットフォーム、ソーシャルメディア、オンラインコミュニケーションの成長により、膨大な量のテキストデータが分析可能になっています。このような情報の意味を理解し、有用な洞察を得るために、効果的なデータ・ラベリング・サービスが必要とされています。機械学習は膨大な量のデータを定期的に使用するため、企業は従業員にデータエンリッチメントのための適切なツールやトレーニングを提供するために時間と資金を投資しています。デジタル・プラットフォームの利用が広まるにつれて、データ・ラベリング・ソリューションとサービスの市場は支持を集めると予想されます。

市場抑制要因

低品質なトレーニングデータが引き起こす問題

高品質な入力データの不足は、データラベリングソリューションおよびサービスの市場成長を妨げる主な要因の1つです。アル・モデルのトレーニングに質の低いデータを使おうとすると、期待される結果が不正確になり、ある種の技術は完全に最適化されないまま劣化してしまいます。これは、アルゴリズムに投入するデータの精度が、その性能と高い相関関係があるためです。データの精度は、ヘルスケアのような規制の厳しい業界にとって不可欠です。最近のパンデミックの結果、今後のパンデミックに備えたデータ品質の向上はこれまで以上に重要になっています。その結果、データラベリングソリューションとサービスの市場は、これらの要因によって制限されると予測されます。

タイプ別展望

タイプ別に見ると、市場はテキスト、画像・動画、音声に分類されます。2022年の市場では、テキストセグメントが大きな収益シェアを獲得しました。テキストデータとは、文書、記事、チャットログ、ソーシャルメディアへの投稿、カスタマーレビュー、電子メールなど、書き留められたあらゆる情報を指します。企業が膨大なテキストデータをマイニングして洞察に満ちた情報を得るために、機械学習や自然言語処理技術への依存度を高めているため、テキストデータのラベリング分野は大きく成長しています。

ラベリングタイプの展望

ラベリングタイプ別に見ると、市場は手動、半教師付き、自動に細分化されます。2022年には、手動セグメントがこの市場で最も高い収益シェアを記録しました。手動によるデータの分類やラベリングのプロセスには人間が関与します。この方法は、高い完全性、一貫性、最小限のデータ注釈作業などの利点があるため、自動ラベリングと比較して魅力的です。手作業によるラベリングは、公開データセットや合成データセットに含まれるエッジ・インスタンスやニッチ・セクター／産業を扱う際に、不適切または不十分である場合に不可欠です。

ソーシングタイプの展望

ソーシングの種類によって、市場はインハウスとアウトソーシングに区分されます。インハウス・セグメントは2022年の市場でかなりの収益シェアを獲得しました。企業は、社内データラベリングソリューションを導入することで、信頼できるラベリング手順と再現可能なデータ管理システムを開発することができます。クライアントの用途や要件に応じて、ベンダーは特化したソリューションも提供しています。また、社内にラベリングチームを設置することで、運用プロセスの理解と管理が容易になり、組織の観点からも有利となります。

業界別展望

業界別では、IT、自動車、政府、ヘルスケア、金融サービス、小売、その他に分類されます。2022年には、IT分野が市場で最大の収益シェアを占めました。AIアプリケーションの広範な利用が、このセグメントの成長に本質的に寄与しています。世界のIT分野での革新と最先端技術の採用の増加により、市場はさらにこの分野で成長すると予測されます。

地域別展望

地域別に見ると、市場は北米、欧州、アジア太平洋、LAMEAで分析されます。2022年には、北米地域が市場で最も高い収益シェアを獲得しました。この地域では、データラベリングソリューションへの投資が拡大しており、市場拡大を牽引しています。カナダと米国は、北米地域におけるAIの早期導入国であり、データラベリングソリューションとサービスの最先端を走っています。現代の調査需要により、企業は強力なバーチャル機能を搭載せざるを得なくなり、こうしたサービスの利用が拡大しています。

KBVカーディナルマトリックス
最近の業界全体の戦略的展開
- パートナーシップ、コラボレーション、および契約
- 製品の発売と製品の拡大
- 買収と合併
市場シェア分析2022
主要成功戦略
- 主な戦略
- 主要な戦略的動き
ポーターのファイブフォース分析

第5章世界のデータラベリングソリューションおよびサービス市場：タイプ別

世界の画像/ビデオ市場：地域別
世界のテキスト市場：地域別
世界のオーディオ市場：地域別

第6章世界のデータラベリングソリューションおよびサービス市場：ラベルの種類別

世界のマニュアル市場：地域別
世界の半監視市場：地域別
世界の自動市場：地域別

第7章世界のデータラベリングソリューションおよびサービス市場：調達タイプ別

世界のアウトソーシング市場：地域別
世界の社内市場：地域別

第8章世界のデータラベリングソリューションおよびサービス市場：業界別

世界のIT市場：地域別
世界の自動車市場：地域別
世界の金融サービス市場：地域別
世界の政府市場：地域別
世界のヘルスケア市場：地域別
世界の小売市場：地域別
世界のその他の市場：地域別

第9章世界のデータラベリングソリューションおよびサービス市場：地域別

北米
- 北米の市場：国別
  - 米国
  - カナダ
  - メキシコ
  - その他北米地域
欧州
- 欧州の市場：国別
  - ドイツ
  - 英国
  - フランス
  - ロシア
  - スペイン
  - イタリア
  - その他欧州地域
アジア太平洋
- アジア太平洋の市場：国別
  - 中国
  - 日本
  - インド
  - 韓国
  - シンガポール
  - マレーシア
  - その他アジア太平洋地域
ラテンアメリカ・中東・アフリカ
- ラテンアメリカ・中東・アフリカの市場：国別
  - ブラジル
  - アルゼンチン
  - アラブ首長国連邦
  - サウジアラビア
  - 南アフリカ
  - ナイジェリア
  - その他ラテンアメリカ・中東・アフリカ地域

第10章企業プロファイル

Google LLC（Alphabet Inc）
Appen Limited
TELUS International（Playment, Inc）
Yandex NV
Uber Technologies, Inc（Mighty AI, Inc.）
Zight
Alegion, Inc
Scale AI, Inc
Labelbox, Inc
Cogito Tech LLC

第11章データラベリングソリューションおよびサービス市場における勝利の必須条件

図表

LIST OF TABLES

TABLE 1 Global Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 2 Global Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 3 Partnerships, Collaborations and Agreements- Data Labeling Solution And Services Market
TABLE 4 Product Launches And Product Expansions- Data Labeling Solution And Services Market
TABLE 5 Acquisition and Mergers- Data Labeling Solution And Services Market
TABLE 6 Global Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 7 Global Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 8 Global Image/Video Market by Region, 2019 - 2022, USD Million
TABLE 9 Global Image/Video Market by Region, 2023 - 2030, USD Million
TABLE 10 Global Text Market by Region, 2019 - 2022, USD Million
TABLE 11 Global Text Market by Region, 2023 - 2030, USD Million
TABLE 12 Global Audio Market by Region, 2019 - 2022, USD Million
TABLE 13 Global Audio Market by Region, 2023 - 2030, USD Million
TABLE 14 Global Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 15 Global Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 16 Global Manual Market by Region, 2019 - 2022, USD Million
TABLE 17 Global Manual Market by Region, 2023 - 2030, USD Million
TABLE 18 Global Semi-Supervised Market by Region, 2019 - 2022, USD Million
TABLE 19 Global Semi-Supervised Market by Region, 2023 - 2030, USD Million
TABLE 20 Global Automatic Market by Region, 2019 - 2022, USD Million
TABLE 21 Global Automatic Market by Region, 2023 - 2030, USD Million
TABLE 22 Global Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 23 Global Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 24 Global Outsourced Market by Region, 2019 - 2022, USD Million
TABLE 25 Global Outsourced Market by Region, 2023 - 2030, USD Million
TABLE 26 Global In-House Market by Region, 2019 - 2022, USD Million
TABLE 27 Global In-House Market by Region, 2023 - 2030, USD Million
TABLE 28 Global Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 29 Global Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 30 Global IT Market by Region, 2019 - 2022, USD Million
TABLE 31 Global IT Market by Region, 2023 - 2030, USD Million
TABLE 32 Global Automotive Market by Region, 2019 - 2022, USD Million
TABLE 33 Global Automotive Market by Region, 2023 - 2030, USD Million
TABLE 34 Global Financial Services Market by Region, 2019 - 2022, USD Million
TABLE 35 Global Financial Services Market by Region, 2023 - 2030, USD Million
TABLE 36 Global Government Market by Region, 2019 - 2022, USD Million
TABLE 37 Global Government Market by Region, 2023 - 2030, USD Million
TABLE 38 Global Healthcare Market by Region, 2019 - 2022, USD Million
TABLE 39 Global Healthcare Market by Region, 2023 - 2030, USD Million
TABLE 40 Global Retail Market by Region, 2019 - 2022, USD Million
TABLE 41 Global Retail Market by Region, 2023 - 2030, USD Million
TABLE 42 Global Others Market by Region, 2019 - 2022, USD Million
TABLE 43 Global Others Market by Region, 2023 - 2030, USD Million
TABLE 44 Global Data Labeling Solution and Services Market by Region, 2019 - 2022, USD Million
TABLE 45 Global Data Labeling Solution and Services Market by Region, 2023 - 2030, USD Million
TABLE 46 North America Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 47 North America Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 48 North America Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 49 North America Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 50 North America Image/Video Market by Country, 2019 - 2022, USD Million
TABLE 51 North America Image/Video Market by Country, 2023 - 2030, USD Million
TABLE 52 North America Text Market by Country, 2019 - 2022, USD Million
TABLE 53 North America Text Market by Country, 2023 - 2030, USD Million
TABLE 54 North America Audio Market by Country, 2019 - 2022, USD Million
TABLE 55 North America Audio Market by Country, 2023 - 2030, USD Million
TABLE 56 North America Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 57 North America Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 58 North America Manual Market by Country, 2019 - 2022, USD Million
TABLE 59 North America Manual Market by Country, 2023 - 2030, USD Million
TABLE 60 North America Semi-Supervised Market by Country, 2019 - 2022, USD Million
TABLE 61 North America Semi-Supervised Market by Country, 2023 - 2030, USD Million
TABLE 62 North America Automatic Market by Country, 2019 - 2022, USD Million
TABLE 63 North America Automatic Market by Country, 2023 - 2030, USD Million
TABLE 64 North America Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 65 North America Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 66 North America Outsourced Market by Country, 2019 - 2022, USD Million
TABLE 67 North America Outsourced Market by Country, 2023 - 2030, USD Million
TABLE 68 North America In-House Market by Country, 2019 - 2022, USD Million
TABLE 69 North America In-House Market by Country, 2023 - 2030, USD Million
TABLE 70 North America Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 71 North America Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 72 North America IT Market by Country, 2019 - 2022, USD Million
TABLE 73 North America IT Market by Country, 2023 - 2030, USD Million
TABLE 74 North America Automotive Market by Country, 2019 - 2022, USD Million
TABLE 75 North America Automotive Market by Country, 2023 - 2030, USD Million
TABLE 76 North America Financial Services Market by Country, 2019 - 2022, USD Million
TABLE 77 North America Financial Services Market by Country, 2023 - 2030, USD Million
TABLE 78 North America Government Market by Country, 2019 - 2022, USD Million
TABLE 79 North America Government Market by Country, 2023 - 2030, USD Million
TABLE 80 North America Healthcare Market by Country, 2019 - 2022, USD Million
TABLE 81 North America Healthcare Market by Country, 2023 - 2030, USD Million
TABLE 82 North America Retail Market by Country, 2019 - 2022, USD Million
TABLE 83 North America Retail Market by Country, 2023 - 2030, USD Million
TABLE 84 North America Others Market by Country, 2019 - 2022, USD Million
TABLE 85 North America Others Market by Country, 2023 - 2030, USD Million
TABLE 86 North America Data Labeling Solution and Services Market by Country, 2019 - 2022, USD Million
TABLE 87 North America Data Labeling Solution and Services Market by Country, 2023 - 2030, USD Million
TABLE 88 US Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 89 US Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 90 US Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 91 US Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 92 US Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 93 US Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 94 US Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 95 US Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 96 US Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 97 US Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 98 Canada Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 99 Canada Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 100 Canada Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 101 Canada Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 102 Canada Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 103 Canada Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 104 Canada Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 105 Canada Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 106 Canada Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 107 Canada Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 108 Mexico Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 109 Mexico Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 110 Mexico Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 111 Mexico Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 112 Mexico Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 113 Mexico Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 114 Mexico Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 115 Mexico Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 116 Mexico Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 117 Mexico Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 118 Rest of North America Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 119 Rest of North America Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 120 Rest of North America Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 121 Rest of North America Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 122 Rest of North America Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 123 Rest of North America Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 124 Rest of North America Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 125 Rest of North America Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 126 Rest of North America Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 127 Rest of North America Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 128 Europe Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 129 Europe Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 130 Europe Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 131 Europe Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 132 Europe Image/Video Market by Country, 2019 - 2022, USD Million
TABLE 133 Europe Image/Video Market by Country, 2023 - 2030, USD Million
TABLE 134 Europe Text Market by Country, 2019 - 2022, USD Million
TABLE 135 Europe Text Market by Country, 2023 - 2030, USD Million
TABLE 136 Europe Audio Market by Country, 2019 - 2022, USD Million
TABLE 137 Europe Audio Market by Country, 2023 - 2030, USD Million
TABLE 138 Europe Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 139 Europe Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 140 Europe Manual Market by Country, 2019 - 2022, USD Million
TABLE 141 Europe Manual Market by Country, 2023 - 2030, USD Million
TABLE 142 Europe Semi-Supervised Market by Country, 2019 - 2022, USD Million
TABLE 143 Europe Semi-Supervised Market by Country, 2023 - 2030, USD Million
TABLE 144 Europe Automatic Market by Country, 2019 - 2022, USD Million
TABLE 145 Europe Automatic Market by Country, 2023 - 2030, USD Million
TABLE 146 Europe Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 147 Europe Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 148 Europe Outsourced Market by Country, 2019 - 2022, USD Million
TABLE 149 Europe Outsourced Market by Country, 2023 - 2030, USD Million
TABLE 150 Europe In-House Market by Country, 2019 - 2022, USD Million
TABLE 151 Europe In-House Market by Country, 2023 - 2030, USD Million
TABLE 152 Europe Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 153 Europe Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 154 Europe IT Market by Country, 2019 - 2022, USD Million
TABLE 155 Europe IT Market by Country, 2023 - 2030, USD Million
TABLE 156 Europe Automotive Market by Country, 2019 - 2022, USD Million
TABLE 157 Europe Automotive Market by Country, 2023 - 2030, USD Million
TABLE 158 Europe Financial Services Market by Country, 2019 - 2022, USD Million
TABLE 159 Europe Financial Services Market by Country, 2023 - 2030, USD Million
TABLE 160 Europe Government Market by Country, 2019 - 2022, USD Million
TABLE 161 Europe Government Market by Country, 2023 - 2030, USD Million
TABLE 162 Europe Healthcare Market by Country, 2019 - 2022, USD Million
TABLE 163 Europe Healthcare Market by Country, 2023 - 2030, USD Million
TABLE 164 Europe Retail Market by Country, 2019 - 2022, USD Million
TABLE 165 Europe Retail Market by Country, 2023 - 2030, USD Million
TABLE 166 Europe Others Market by Country, 2019 - 2022, USD Million
TABLE 167 Europe Others Market by Country, 2023 - 2030, USD Million
TABLE 168 Europe Data Labeling Solution and Services Market by Country, 2019 - 2022, USD Million
TABLE 169 Europe Data Labeling Solution and Services Market by Country, 2023 - 2030, USD Million
TABLE 170 Germany Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 171 Germany Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 172 Germany Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 173 Germany Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 174 Germany Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 175 Germany Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 176 Germany Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 177 Germany Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 178 Germany Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 179 Germany Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 180 UK Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 181 UK Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 182 UK Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 183 UK Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 184 UK Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 185 UK Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 186 UK Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 187 UK Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 188 UK Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 189 UK Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 190 France Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 191 France Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 192 France Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 193 France Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 194 France Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 195 France Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 196 France Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 197 France Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 198 France Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 199 France Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 200 Russia Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 201 Russia Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 202 Russia Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 203 Russia Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 204 Russia Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 205 Russia Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 206 Russia Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 207 Russia Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 208 Russia Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 209 Russia Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 210 Spain Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 211 Spain Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 212 Spain Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 213 Spain Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 214 Spain Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 215 Spain Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 216 Spain Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 217 Spain Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 218 Spain Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 219 Spain Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 220 Italy Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 221 Italy Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 222 Italy Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 223 Italy Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 224 Italy Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 225 Italy Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 226 Italy Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 227 Italy Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 228 Italy Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 229 Italy Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 230 Rest of Europe Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 231 Rest of Europe Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 232 Rest of Europe Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 233 Rest of Europe Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 234 Rest of Europe Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 235 Rest of Europe Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 236 Rest of Europe Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 237 Rest of Europe Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 238 Rest of Europe Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 239 Rest of Europe Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 240 Asia Pacific Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 241 Asia Pacific Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 242 Asia Pacific Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 243 Asia Pacific Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 244 Asia Pacific Image/Video Market by Country, 2019 - 2022, USD Million
TABLE 245 Asia Pacific Image/Video Market by Country, 2023 - 2030, USD Million
TABLE 246 Asia Pacific Text Market by Country, 2019 - 2022, USD Million
TABLE 247 Asia Pacific Text Market by Country, 2023 - 2030, USD Million
TABLE 248 Asia Pacific Audio Market by Country, 2019 - 2022, USD Million
TABLE 249 Asia Pacific Audio Market by Country, 2023 - 2030, USD Million
TABLE 250 Asia Pacific Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 251 Asia Pacific Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 252 Asia Pacific Manual Market by Country, 2019 - 2022, USD Million
TABLE 253 Asia Pacific Manual Market by Country, 2023 - 2030, USD Million
TABLE 254 Asia Pacific Semi-Supervised Market by Country, 2019 - 2022, USD Million
TABLE 255 Asia Pacific Semi-Supervised Market by Country, 2023 - 2030, USD Million
TABLE 256 Asia Pacific Automatic Market by Country, 2019 - 2022, USD Million
TABLE 257 Asia Pacific Automatic Market by Country, 2023 - 2030, USD Million
TABLE 258 Asia Pacific Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 259 Asia Pacific Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 260 Asia Pacific Outsourced Market by Country, 2019 - 2022, USD Million
TABLE 261 Asia Pacific Outsourced Market by Country, 2023 - 2030, USD Million
TABLE 262 Asia Pacific In-House Market by Country, 2019 - 2022, USD Million
TABLE 263 Asia Pacific In-House Market by Country, 2023 - 2030, USD Million
TABLE 264 Asia Pacific Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 265 Asia Pacific Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 266 Asia Pacific IT Market by Country, 2019 - 2022, USD Million
TABLE 267 Asia Pacific IT Market by Country, 2023 - 2030, USD Million
TABLE 268 Asia Pacific Automotive Market by Country, 2019 - 2022, USD Million
TABLE 269 Asia Pacific Automotive Market by Country, 2023 - 2030, USD Million
TABLE 270 Asia Pacific Financial Services Market by Country, 2019 - 2022, USD Million
TABLE 271 Asia Pacific Financial Services Market by Country, 2023 - 2030, USD Million
TABLE 272 Asia Pacific Government Market by Country, 2019 - 2022, USD Million
TABLE 273 Asia Pacific Government Market by Country, 2023 - 2030, USD Million
TABLE 274 Asia Pacific Healthcare Market by Country, 2019 - 2022, USD Million
TABLE 275 Asia Pacific Healthcare Market by Country, 2023 - 2030, USD Million
TABLE 276 Asia Pacific Retail Market by Country, 2019 - 2022, USD Million
TABLE 277 Asia Pacific Retail Market by Country, 2023 - 2030, USD Million
TABLE 278 Asia Pacific Others Market by Country, 2019 - 2022, USD Million
TABLE 279 Asia Pacific Others Market by Country, 2023 - 2030, USD Million
TABLE 280 Asia Pacific Data Labeling Solution and Services Market by Country, 2019 - 2022, USD Million
TABLE 281 Asia Pacific Data Labeling Solution and Services Market by Country, 2023 - 2030, USD Million
TABLE 282 China Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 283 China Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 284 China Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 285 China Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 286 China Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 287 China Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 288 China Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 289 China Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 290 China Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 291 China Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million

TABLE 292 Japan Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 293 Japan Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 294 Japan Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 295 Japan Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 296 Japan Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 297 Japan Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 298 Japan Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 299 Japan Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 300 Japan Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 301 Japan Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 302 India Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 303 India Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 304 India Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 305 India Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 306 India Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 307 India Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 308 India Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 309 India Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 310 India Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 311 India Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 312 South Korea Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 313 South Korea Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 314 South Korea Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 315 South Korea Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 316 South Korea Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 317 South Korea Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 318 South Korea Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 319 South Korea Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 320 South Korea Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 321 South Korea Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 322 Singapore Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 323 Singapore Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 324 Singapore Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 325 Singapore Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 326 Singapore Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 327 Singapore Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 328 Singapore Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 329 Singapore Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 330 Singapore Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 331 Singapore Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 332 Malaysia Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 333 Malaysia Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 334 Malaysia Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 335 Malaysia Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 336 Malaysia Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 337 Malaysia Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 338 Malaysia Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 339 Malaysia Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 340 Malaysia Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 341 Malaysia Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 342 Rest of Asia Pacific Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 343 Rest of Asia Pacific Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 344 Rest of Asia Pacific Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 345 Rest of Asia Pacific Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 346 Rest of Asia Pacific Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 347 Rest of Asia Pacific Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 348 Rest of Asia Pacific Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 349 Rest of Asia Pacific Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 350 Rest of Asia Pacific Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 351 Rest of Asia Pacific Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 352 LAMEA Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 353 LAMEA Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 354 LAMEA Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 355 LAMEA Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 356 LAMEA Image/Video Market by Country, 2019 - 2022, USD Million
TABLE 357 LAMEA Image/Video Market by Country, 2023 - 2030, USD Million
TABLE 358 LAMEA Text Market by Country, 2019 - 2022, USD Million
TABLE 359 LAMEA Text Market by Country, 2023 - 2030, USD Million
TABLE 360 LAMEA Audio Market by Country, 2019 - 2022, USD Million
TABLE 361 LAMEA Audio Market by Country, 2023 - 2030, USD Million
TABLE 362 LAMEA Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 363 LAMEA Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 364 LAMEA Manual Market by Country, 2019 - 2022, USD Million
TABLE 365 LAMEA Manual Market by Country, 2023 - 2030, USD Million
TABLE 366 LAMEA Semi-Supervised Market by Country, 2019 - 2022, USD Million
TABLE 367 LAMEA Semi-Supervised Market by Country, 2023 - 2030, USD Million
TABLE 368 LAMEA Automatic Market by Country, 2019 - 2022, USD Million
TABLE 369 LAMEA Automatic Market by Country, 2023 - 2030, USD Million
TABLE 370 LAMEA Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 371 LAMEA Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 372 LAMEA Outsourced Market by Country, 2019 - 2022, USD Million
TABLE 373 LAMEA Outsourced Market by Country, 2023 - 2030, USD Million
TABLE 374 LAMEA In-House Market by Country, 2019 - 2022, USD Million
TABLE 375 LAMEA In-House Market by Country, 2023 - 2030, USD Million
TABLE 376 LAMEA Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 377 LAMEA Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 378 LAMEA IT Market by Country, 2019 - 2022, USD Million
TABLE 379 LAMEA IT Market by Country, 2023 - 2030, USD Million
TABLE 380 LAMEA Automotive Market by Country, 2019 - 2022, USD Million
TABLE 381 LAMEA Automotive Market by Country, 2023 - 2030, USD Million
TABLE 382 LAMEA Financial Services Market by Country, 2019 - 2022, USD Million
TABLE 383 LAMEA Financial Services Market by Country, 2023 - 2030, USD Million
TABLE 384 LAMEA Government Market by Country, 2019 - 2022, USD Million
TABLE 385 LAMEA Government Market by Country, 2023 - 2030, USD Million
TABLE 386 LAMEA Healthcare Market by Country, 2019 - 2022, USD Million
TABLE 387 LAMEA Healthcare Market by Country, 2023 - 2030, USD Million
TABLE 388 LAMEA Retail Market by Country, 2019 - 2022, USD Million
TABLE 389 LAMEA Retail Market by Country, 2023 - 2030, USD Million
TABLE 390 LAMEA Others Market by Country, 2019 - 2022, USD Million
TABLE 391 LAMEA Others Market by Country, 2023 - 2030, USD Million
TABLE 392 LAMEA Data Labeling Solution and Services Market by Country, 2019 - 2022, USD Million
TABLE 393 LAMEA Data Labeling Solution and Services Market by Country, 2023 - 2030, USD Million
TABLE 394 Brazil Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 395 Brazil Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 396 Brazil Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 397 Brazil Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 398 Brazil Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 399 Brazil Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 400 Brazil Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 401 Brazil Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 402 Brazil Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 403 Brazil Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 404 Argentina Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 405 Argentina Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 406 Argentina Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 407 Argentina Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 408 Argentina Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 409 Argentina Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 410 Argentina Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 411 Argentina Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 412 Argentina Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 413 Argentina Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 414 UAE Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 415 UAE Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 416 UAE Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 417 UAE Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 418 UAE Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 419 UAE Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 420 UAE Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 421 UAE Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 422 UAE Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 423 UAE Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 424 Saudi Arabia Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 425 Saudi Arabia Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 426 Saudi Arabia Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 427 Saudi Arabia Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 428 Saudi Arabia Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 429 Saudi Arabia Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 430 Saudi Arabia Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 431 Saudi Arabia Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 432 Saudi Arabia Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 433 Saudi Arabia Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 434 South Africa Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 435 South Africa Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 436 South Africa Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 437 South Africa Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 438 South Africa Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 439 South Africa Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 440 South Africa Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 441 South Africa Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 442 South Africa Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 443 South Africa Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 444 Nigeria Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 445 Nigeria Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 446 Nigeria Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 447 Nigeria Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 448 Nigeria Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 449 Nigeria Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 450 Nigeria Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 451 Nigeria Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 452 Nigeria Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 453 Nigeria Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 454 Rest of LAMEA Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 455 Rest of LAMEA Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 456 Rest of LAMEA Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 457 Rest of LAMEA Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 458 Rest of LAMEA Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 459 Rest of LAMEA Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 460 Rest of LAMEA Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 461 Rest of LAMEA Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 462 Rest of LAMEA Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 463 Rest of LAMEA Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 464 Key Information - Google LLC
TABLE 465 Key Information - Appen Limited
TABLE 466 Key Information - TELUS International
TABLE 467 Key Information - Yandex N.V.
TABLE 468 Key Information - Uber Technologies, Inc.
TABLE 469 Key Information - Zight
TABLE 470 key information - Alegion, Inc.
TABLE 471 Key Information - Scale AI, Inc.
TABLE 472 Key Information - Labelbox, Inc.
TABLE 473 key information - Cogito Tech LLC

List of Figures

FIG 1 Methodology for the research
FIG 2 Global Data Labeling Solution and Services Market, 2019 - 2030, USD Million
FIG 3 Key Factors Impacting the Labeling Solution and Services Market
FIG 4 KBV Cardinal Matrix
FIG 5 Market Share Analysis, 2022
FIG 6 Key Leading Strategies: Percentage Distribution (2019-2023)
FIG 7 Key Strategic Move: (Product Launches and Product Expansions : 2019, Oct - 2023, Feb) Leading Players
FIG 8 Porter's Five Force Analysis: Data Labeling Solution And Services Market
FIG 9 Global Data Labeling Solution and Services Market share by Type, 2022
FIG 10 Global Data Labeling Solution and Services Market share by Type, 2030
FIG 11 Global Data Labeling Solution and Services Market by Type, 2019 - 2030, USD Million
FIG 12 Global Data Labeling Solution and Services Market share by Labeling Type, 2022
FIG 13 Global Data Labeling Solution and Services Market share by Labeling Type, 2030
FIG 14 Global Data Labeling Solution and Services Market by Labeling Type, 2019 - 2030, USD Million
FIG 15 Global Data Labeling Solution and Services Market share by Sourcing Type, 2022
FIG 16 Global Data Labeling Solution and Services Market share by Sourcing Type, 2030
FIG 17 Global Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2030, USD Million
FIG 18 Global Data Labeling Solution and Services Market share by Vertical, 2022
FIG 19 Global Data Labeling Solution and Services Market share by Vertical, 2030
FIG 20 Global Data Labeling Solution and Services Market by Vertical, 2019 - 2030, USD Million
FIG 21 Global Data Labeling Solution and Services Market share by Region, 2022
FIG 22 Global Data Labeling Solution and Services Market share by Region, 2030
FIG 23 Global Data Labeling Solution and Services Market by Region, 2019 - 2030, USD Million
FIG 24 Recent strategies and developments: Google LLC
FIG 25 SWOT Analysis: Alphabet Inc. (Google LLC)
FIG 26 Recent strategies and developments: Appen Limited
FIG 27 SWOT Analysis: Appen Limited
FIG 28 SWOT Analysis: TELUS International
FIG 29 SWOT Analysis: Yandex N.V.
FIG 30 SWOT Analysis: Uber Technologies, Inc.
FIG 31 Recent strategies and developments: Alegion, Inc.
FIG 32 SWOT Analysis: Alegion, Inc.
FIG 33 SWOT Analysis: Scale AI, Inc.
FIG 34 SWOT Analysis: Labelbox, Inc.
FIG 35 SWOT Analysis: Cogito Tech LLC

The Global Data Labeling Solution and Services Market size is expected to reach $46.9 billion by 2030, rising at a market growth of 19.5% CAGR during the forecast period.

The adoption of data labeling solutions and services technology and medical imaging techniques for the early & precise diagnosis of diseases is expected to lead to more data collection. Therefore, the healthcare segment has acquired $1779.8 million revenue in the market in 2022. Several market participants are launching strategic endeavors to create a strong artificial intelligence network by outsourcing data labeling solutions and services. Solutions based on artificial intelligence can be trained to recognize marked and labeled data. Common information sources include medical images, X-rays, CT scan images, and magnetic resonance imaging. Data solution labels and services are crucial in healthcare since medical imaging uses computer vision technology to recognize patterns and identify illnesses and injuries.

The major strategies followed by the market participants are Product Launches as the key developmental strategy to keep pace with the changing demands of end users. In June, 2022, Google introduced a dedicated server for AI system training along with example-based explanations into its Vertex to expedite the adoption of machine learning models in businesses. Additionally, In February, 2023, Appen Limited launched Automated NLP Labeling, Reinforcement Learning with Human Feedback, and Document Intelligence.

Based on the Analysis presented in the KBV Cardinal matrix; Google LLC (Alphabet Inc.) is the forerunner in the Market. Companies such as Appen Limited, TELUS International (Playment, Inc.) and Alegion, Inc. are some of the key innovators in the Market. For instance, In May, 2021, Cogito expanded its capabilities in Pathology, Ophthalmology & Cardiology. The adoption of AI in healthcare requires expertise for accurately annotated data in healthcare.

Market Growth Factors

Increasing Use of Labeled Data in Healthcare Imaging

The healthcare industry is growing due to adopting Al-enabled systems for better patient care, faster diagnostics, and earlier medication discovery. With the help of adequately labeled medical images, algorithms have been built that can identify patients' disorders and illnesses without a human's aid. Medical staff also work with knowledgeable data labeling solutions and service providers to compile a database of precisely labeled operation videos. The dataset would serve as a fundamental component in developing autonomous surgical robots. Such wide usage of data labelling solutions and services in healthcare is estimated to support the expansion of the market during the projection period.

Increased Digitalization Across Various Industries

This market is growing significantly due to the adoption of digitalization. Data collection has increased significantly across numerous industries as a result of digitalization. An enormous amount of text data is available for analysis because of the growth of digital platforms, social media, and online communication. There is a need for effective data labeling services to make sense of the information and gain useful insights. Machine learning uses enormous volumes of data regularly, and firms invest time and money in giving employees the proper tools and training for data enrichment. It is anticipated that the market for data labeling solutions and services will gain support as the usage of digital platforms becomes widespread.

Market Restraining Factors

Problems Caused by Low-Quality Training Data

The shortage of high-quality input data continues to be one of the main obstacles to the market growth of data labeling solutions and services. Every attempt to use poor-quality data for training Al models leads to inaccuracies in the anticipated results, with certain techniques deteriorating to the point that they are never fully optimized. This is because the accuracy of the data used to feed the algorithms is highly correlated with their performance. Data accuracy is essential for industries with strict regulations, such as healthcare. As a result of the recent pandemic, increasing the data quality for upcoming pandemics is more important than ever. As a result, it is projected that the market for data labeling solutions and services will be restricted due to the these factor.

Type Outlook

Based on type, the market is classified into text, image/video, and audio. The text segment garnered a significant revenue share in the market in 2022. Text data refers to any information written down, such as documents, articles, chat logs, social media posts, customer reviews, emails, etc. As enterprises increasingly rely on machine learning and natural language processing technologies for mining vast amounts of textual data for insightful information, the text data labeling segment has grown significantly.

Labeling Type Outlook

By labeling type, the market is fragmented into manual, semi-supervised, and automatic. In 2022, the manual segment registered the highest revenue share in this market. The process of manually classifying or labeling any data involves humans. The method is fascinating compared to automatic labeling because of its advantages, including high integrity, consistency, and minimal data annotation effort. Manual labeling is essential when working with edge instances or niche sectors/industries in public or synthetic datasets is inadequate or insufficient.

Sourcing Type Outlook

On the basis of sourcing type, the market is segmented into in-house, and outsourced. The in-house segment acquired a substantial revenue share in the market in 2022. Businesses may develop trustworthy labeling procedures and a replicable data management system by implementing their in-house data labeling solutions. Per the clients' applications and requirements, the vendors also provide specialized solutions. Additionally, setting up in-house labeling teams offers a better understanding and management of operational processes, which is advantageous from the organization's point of view.

Vertical Outlook

On the basis of vertical, the market is categorized into IT, automotive, government, healthcare, financial services, retails, and others. In 2022, the IT segment witnessed the largest revenue share in the market. The industry's extensive use of AI applications essentially contributes to the growth in this segment. The market is further predicted to grow in the segment with the growing innovations and adoption of cutting-edge technologies within the IT sector globally.

Regional Outlook

Region wise, the market is analyzed across North America, Europe, Asia Pacific, and LAMEA. In 2022, the North America region generated the highest revenue share in the market. This region's growing investment in data labeling solutions is driving market expansion. Canada and the U.S. were early adopters of AI in the North American region and are on the cutting edge of data labeling solutions and services. Modern research demands have compelled businesses to include strong virtual capabilities, which have expanded the use of these services.

The market research report covers the analysis of key stakeholders of the market. Key companies profiled in the report include Google LLC (Alphabet Inc.), Appen Limited, TELUS International (Playment, Inc.), Yandex N.V., Uber Technologies, Inc. (Mighty AI, Inc.), Zight, Alegion, Inc., Scale AI, Inc., Labelbox, Inc., Cogito Tech LLC

Recent Strategies Deployed in Data Labeling Solution and Services Market

Partnerships, Collaborations & Agreements:

Mar-2022: Labelbox, Inc. signed an agreement with Hitachi Solutions Co., Ltd., a core IT company of the Hitachi Group which provides IT solutions. Through this agreement, both companies get data labeling tools that help the creation of learning data for AI development and begin selling.

May-2021: Labelbox teamed up with Databricks, an enterprise software company. Together, the companies announced the features for teams to develop unstructured data for AI and analytics in Databricks. By integrating Databricks and Labelbox, users get an end-to-end surrounding for unstructured data workflows, a query engine developed around Delta Lake, quick annotation tools, and a strong Machine Learning computing environment.

May-2021: Alegion, Inc. signed an agreement with Yayasan Peneraju Pendidikan Bumiputera, a Malaysian government agency. This agreement was signed to address the quickly emerging technologies of artificial intelligence (AI) and machine learning (ML) by offering training and certification in ML data labeling.

Feb-2021: Google Cloud formed a partnership with NextBillion AI, an industry-leading startup in mapping platforms. The partnership aims to enhance time-to-market for hyperlocal AI solutions by operating datasets & algorithms on Cloud Storage & Cloud SQL to reduce the operational overheads with Google Kubernetes Engine

Product Launches and Product Expansions:

Feb-2023: Appen Limited launched Automated NLP Labeling, Reinforcement Learning with Human Feedback, and Document Intelligence. The launched products would leverage generative AI capabilities and zero shots learning techniques to rate up data annotation. Additionally, the product would unlock generative AI and strengthen exceptional customer experiences.

Jun-2022: Google introduced a dedicated server for AI system training along with example-based explanations into its Vertex. This product expansion aimed to expedite the adoption of machine learning models in businesses. In addition, the company also aimed to democratize AI To allow more people to deploy models in production, continuously monitor, and drive business impact with AI.

Jun-2022: Google rolled out Imagen, a text-to-image AI model. The new product aimed to generate photorealistic images of text and is pre-trained on text data. In addition, the new solution also outperforms DALL-E 2 on the COCO benchmark.

Oct-2021: Scale AI Inc. announced the launch of Scale Rapid, a service that aims to solve the problem by labeling a data sample within one to three hours. With this launch, users would be able to ensure the labeling is being done correctly, recapitulate upon their labeling instruction if important, then ramp up to have Scale AI label all of their datasets.

May-2021: Cogito expanded its capabilities in Pathology, Ophthalmology & Cardiology. The adoption of AI in healthcare requires expertise for accurately annotated data in healthcare.

Feb-2021: Appen Limited launched the latest off-the-shelf (OTS) datasets. These datasets are developed to make it simpler and quicker for companies to get the high-quality training data required to boost their artificial intelligence (AI) and machine learning (ML) projects.

Acquisitions and Mergers:

Aug-2021: Appen Limited agreed to acquire Quadrant, a global leader in mobile location data, Point-of-Interest data, and corresponding compliance services. This acquisition aimed to strengthen Appen's position in the market and also enable the company to provide high-quality data to companies that depend on geolocation for their business.

Jul-2021: TELUS International took over Playment, a complete data labeling platform. Through this acquisition, Playment would enhance TELUS' deep domain expertise and uniquely position it to support customers in developing AI-powered solutions across verticals.

Mar-2021: TELUS International took over Lionbridge AI, a leading and global provider of scalable data annotation services for text, images, videos, and audio. This acquisition aimed to expand TELUS International's global service offerings and penetration into the fast-growing economy services market under its digital transformation strategy.

Scope of the Study

Market Segments covered in the Report:

By Type

Image/Video
Text
Audio

By Labeling Type

Manual
Semi-Supervised
Automatic

By Sourcing Type

Outsourced
In-House

By Vertical

IT
Automotive
Financial Services
Government
Healthcare
Retail
Others

By Geography

North America
- US
- Canada
- Mexico
- Rest of North America
Europe
- Germany
- UK
- France
- Russia
- Spain
- Italy
- Rest of Europe
Asia Pacific
- China
- Japan
- India
- South Korea
- Singapore
- Malaysia
- Rest of Asia Pacific
LAMEA
- Brazil
- Argentina
- UAE
- Saudi Arabia
- South Africa
- Nigeria
- Rest of LAMEA

Companies Profiled

Google LLC (Alphabet Inc.)
Appen Limited
TELUS International (Playment, Inc.)
Yandex N.V.
Uber Technologies, Inc. (Mighty AI, Inc.)
Zight
Alegion, Inc.
Scale AI, Inc.
Labelbox, Inc.
Cogito Tech LLC

Unique Offerings from KBV Research

Exhaustive coverage
Highest number of market tables and figures
Subscription based model available
Guaranteed best price
Assured post sales research support with 10% customization free

Chapter 1. Market Scope & Methodology

1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
- 1.4.1 Global Data Labeling Solution and Services Market, by Type
- 1.4.2 Global Data Labeling Solution and Services Market, by Labeling Type
- 1.4.3 Global Data Labeling Solution and Services Market, by Sourcing Type
- 1.4.4 Global Data Labeling Solution and Services Market, by Vertical
- 1.4.5 Global Data Labeling Solution and Services Market, by Geography
1.5 Methodology for the research

Chapter 2. Market At a Glance

2.1 Key Highlight

Chapter 3. Market Overview

3.1 Introduction
- 3.1.1 Overview
  - 3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
- 3.2.1 Market Drivers
- 3.2.2 Market Restraints

Chapter 4. Competition Analysis - Global

4.1 KBV Cardinal Matrix
4.2 Recent Industry Wide Strategic Developments
- 4.2.1 Partnerships, Collaborations and Agreements
- 4.2.2 Product Launches and Product Expansions
- 4.2.3 Acquisition and Mergers
4.3 Market Share Analysis, 2022
4.4 Top Winning Strategies
- 4.4.1 Key Leading Strategies: Percentage Distribution (2019-2023)
- 4.4.2 Key Strategic Move: (Product Launches and Product Expansions: 2019, Oct - 2023, Feb) Leading Players
4.5 Porter's Five Force Analysis

Chapter 5. Global Data Labeling Solution and Services Market by Type

5.1 Global Image/Video Market by Region
5.2 Global Text Market by Region
5.3 Global Audio Market by Region

Chapter 6. Global Data Labeling Solution and Services Market by Labeling Type

6.1 Global Manual Market by Region
6.2 Global Semi-Supervised Market by Region
6.3 Global Automatic Market by Region

Chapter 7. Global Data Labeling Solution and Services Market by Sourcing Type

7.1 Global Outsourced Market by Region
7.2 Global In-House Market by Region

Chapter 8. Global Data Labeling Solution and Services Market by Vertical

8.1 Global IT Market by Region
8.2 Global Automotive Market by Region
8.3 Global Financial Services Market by Region
8.4 Global Government Market by Region
8.5 Global Healthcare Market by Region
8.6 Global Retail Market by Region
8.7 Global Others Market by Region

Chapter 9. Global Data Labeling Solution and Services Market by Region

9.1 North America Data Labeling Solution and Services Market
- 9.1.1 North America Data Labeling Solution and Services Market by Type
  - 9.1.1.1 North America Image/Video Market by Country
  - 9.1.1.2 North America Text Market by Country
  - 9.1.1.3 North America Audio Market by Country
- 9.1.2 North America Data Labeling Solution and Services Market by Labeling Type
  - 9.1.2.1 North America Manual Market by Country
  - 9.1.2.2 North America Semi-Supervised Market by Country
  - 9.1.2.3 North America Automatic Market by Country
- 9.1.3 North America Data Labeling Solution and Services Market by Sourcing Type
  - 9.1.3.1 North America Outsourced Market by Country
  - 9.1.3.2 North America In-House Market by Country
- 9.1.4 North America Data Labeling Solution and Services Market by Vertical
  - 9.1.4.1 North America IT Market by Country
  - 9.1.4.2 North America Automotive Market by Country
  - 9.1.4.3 North America Financial Services Market by Country
  - 9.1.4.4 North America Government Market by Country
  - 9.1.4.5 North America Healthcare Market by Country
  - 9.1.4.6 North America Retail Market by Country
  - 9.1.4.7 North America Others Market by Country
- 9.1.5 North America Data Labeling Solution and Services Market by Country
  - 9.1.5.1 US Data Labeling Solution and Services Market
    - 9.1.5.1.1 US Data Labeling Solution and Services Market by Type
    - 9.1.5.1.2 US Data Labeling Solution and Services Market by Labeling Type
    - 9.1.5.1.3 US Data Labeling Solution and Services Market by Sourcing Type
    - 9.1.5.1.4 US Data Labeling Solution and Services Market by Vertical
  - 9.1.5.2 Canada Data Labeling Solution and Services Market
    - 9.1.5.2.1 Canada Data Labeling Solution and Services Market by Type
    - 9.1.5.2.2 Canada Data Labeling Solution and Services Market by Labeling Type
    - 9.1.5.2.3 Canada Data Labeling Solution and Services Market by Sourcing Type
    - 9.1.5.2.4 Canada Data Labeling Solution and Services Market by Vertical
  - 9.1.5.3 Mexico Data Labeling Solution and Services Market
    - 9.1.5.3.1 Mexico Data Labeling Solution and Services Market by Type
    - 9.1.5.3.2 Mexico Data Labeling Solution and Services Market by Labeling Type
    - 9.1.5.3.3 Mexico Data Labeling Solution and Services Market by Sourcing Type
    - 9.1.5.3.4 Mexico Data Labeling Solution and Services Market by Vertical
  - 9.1.5.4 Rest of North America Data Labeling Solution and Services Market
    - 9.1.5.4.1 Rest of North America Data Labeling Solution and Services Market by Type
    - 9.1.5.4.2 Rest of North America Data Labeling Solution and Services Market by Labeling Type
    - 9.1.5.4.3 Rest of North America Data Labeling Solution and Services Market by Sourcing Type
    - 9.1.5.4.4 Rest of North America Data Labeling Solution and Services Market by Vertical
9.2 Europe Data Labeling Solution and Services Market
- 9.2.1 Europe Data Labeling Solution and Services Market by Type
  - 9.2.1.1 Europe Image/Video Market by Country
  - 9.2.1.2 Europe Text Market by Country
  - 9.2.1.3 Europe Audio Market by Country
- 9.2.2 Europe Data Labeling Solution and Services Market by Labeling Type
  - 9.2.2.1 Europe Manual Market by Country
  - 9.2.2.2 Europe Semi-Supervised Market by Country
  - 9.2.2.3 Europe Automatic Market by Country
- 9.2.3 Europe Data Labeling Solution and Services Market by Sourcing Type
  - 9.2.3.1 Europe Outsourced Market by Country
  - 9.2.3.2 Europe In-House Market by Country
- 9.2.4 Europe Data Labeling Solution and Services Market by Vertical
  - 9.2.4.1 Europe IT Market by Country
  - 9.2.4.2 Europe Automotive Market by Country
  - 9.2.4.3 Europe Financial Services Market by Country
  - 9.2.4.4 Europe Government Market by Country
  - 9.2.4.5 Europe Healthcare Market by Country
  - 9.2.4.6 Europe Retail Market by Country
  - 9.2.4.7 Europe Others Market by Country
- 9.2.5 Europe Data Labeling Solution and Services Market by Country
  - 9.2.5.1 Germany Data Labeling Solution and Services Market
    - 9.2.5.1.1 Germany Data Labeling Solution and Services Market by Type
    - 9.2.5.1.2 Germany Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.1.3 Germany Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.1.4 Germany Data Labeling Solution and Services Market by Vertical
  - 9.2.5.2 UK Data Labeling Solution and Services Market
    - 9.2.5.2.1 UK Data Labeling Solution and Services Market by Type
    - 9.2.5.2.2 UK Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.2.3 UK Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.2.4 UK Data Labeling Solution and Services Market by Vertical
  - 9.2.5.3 France Data Labeling Solution and Services Market
    - 9.2.5.3.1 France Data Labeling Solution and Services Market by Type
    - 9.2.5.3.2 France Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.3.3 France Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.3.4 France Data Labeling Solution and Services Market by Vertical
  - 9.2.5.4 Russia Data Labeling Solution and Services Market
    - 9.2.5.4.1 Russia Data Labeling Solution and Services Market by Type
    - 9.2.5.4.2 Russia Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.4.3 Russia Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.4.4 Russia Data Labeling Solution and Services Market by Vertical
  - 9.2.5.5 Spain Data Labeling Solution and Services Market
    - 9.2.5.5.1 Spain Data Labeling Solution and Services Market by Type
    - 9.2.5.5.2 Spain Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.5.3 Spain Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.5.4 Spain Data Labeling Solution and Services Market by Vertical
  - 9.2.5.6 Italy Data Labeling Solution and Services Market
    - 9.2.5.6.1 Italy Data Labeling Solution and Services Market by Type
    - 9.2.5.6.2 Italy Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.6.3 Italy Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.6.4 Italy Data Labeling Solution and Services Market by Vertical
  - 9.2.5.7 Rest of Europe Data Labeling Solution and Services Market
    - 9.2.5.7.1 Rest of Europe Data Labeling Solution and Services Market by Type
    - 9.2.5.7.2 Rest of Europe Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.7.3 Rest of Europe Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.7.4 Rest of Europe Data Labeling Solution and Services Market by Vertical
9.3 Asia Pacific Data Labeling Solution and Services Market
- 9.3.1 Asia Pacific Data Labeling Solution and Services Market by Type
  - 9.3.1.1 Asia Pacific Image/Video Market by Country
  - 9.3.1.2 Asia Pacific Text Market by Country
  - 9.3.1.3 Asia Pacific Audio Market by Country
- 9.3.2 Asia Pacific Data Labeling Solution and Services Market by Labeling Type
  - 9.3.2.1 Asia Pacific Manual Market by Country
  - 9.3.2.2 Asia Pacific Semi-Supervised Market by Country
  - 9.3.2.3 Asia Pacific Automatic Market by Country
- 9.3.3 Asia Pacific Data Labeling Solution and Services Market by Sourcing Type
  - 9.3.3.1 Asia Pacific Outsourced Market by Country
  - 9.3.3.2 Asia Pacific In-House Market by Country
- 9.3.4 Asia Pacific Data Labeling Solution and Services Market by Vertical
  - 9.3.4.1 Asia Pacific IT Market by Country
  - 9.3.4.2 Asia Pacific Automotive Market by Country
  - 9.3.4.3 Asia Pacific Financial Services Market by Country
  - 9.3.4.4 Asia Pacific Government Market by Country
  - 9.3.4.5 Asia Pacific Healthcare Market by Country
  - 9.3.4.6 Asia Pacific Retail Market by Country
  - 9.3.4.7 Asia Pacific Others Market by Country
- 9.3.5 Asia Pacific Data Labeling Solution and Services Market by Country
  - 9.3.5.1 China Data Labeling Solution and Services Market
    - 9.3.5.1.1 China Data Labeling Solution and Services Market by Type
    - 9.3.5.1.2 China Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.1.3 China Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.1.4 China Data Labeling Solution and Services Market by Vertical
  - 9.3.5.2 Japan Data Labeling Solution and Services Market
    - 9.3.5.2.1 Japan Data Labeling Solution and Services Market by Type
    - 9.3.5.2.2 Japan Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.2.3 Japan Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.2.4 Japan Data Labeling Solution and Services Market by Vertical
  - 9.3.5.3 India Data Labeling Solution and Services Market
    - 9.3.5.3.1 India Data Labeling Solution and Services Market by Type
    - 9.3.5.3.2 India Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.3.3 India Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.3.4 India Data Labeling Solution and Services Market by Vertical
  - 9.3.5.4 South Korea Data Labeling Solution and Services Market
    - 9.3.5.4.1 South Korea Data Labeling Solution and Services Market by Type
    - 9.3.5.4.2 South Korea Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.4.3 South Korea Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.4.4 South Korea Data Labeling Solution and Services Market by Vertical
  - 9.3.5.5 Singapore Data Labeling Solution and Services Market
    - 9.3.5.5.1 Singapore Data Labeling Solution and Services Market by Type
    - 9.3.5.5.2 Singapore Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.5.3 Singapore Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.5.4 Singapore Data Labeling Solution and Services Market by Vertical
  - 9.3.5.6 Malaysia Data Labeling Solution and Services Market
    - 9.3.5.6.1 Malaysia Data Labeling Solution and Services Market by Type
    - 9.3.5.6.2 Malaysia Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.6.3 Malaysia Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.6.4 Malaysia Data Labeling Solution and Services Market by Vertical
  - 9.3.5.7 Rest of Asia Pacific Data Labeling Solution and Services Market
    - 9.3.5.7.1 Rest of Asia Pacific Data Labeling Solution and Services Market by Type
    - 9.3.5.7.2 Rest of Asia Pacific Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.7.3 Rest of Asia Pacific Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.7.4 Rest of Asia Pacific Data Labeling Solution and Services Market by Vertical
9.4 LAMEA Data Labeling Solution and Services Market
- 9.4.1 LAMEA Data Labeling Solution and Services Market by Type
  - 9.4.1.1 LAMEA Image/Video Market by Country
  - 9.4.1.2 LAMEA Text Market by Country
  - 9.4.1.3 LAMEA Audio Market by Country
- 9.4.2 LAMEA Data Labeling Solution and Services Market by Labeling Type
  - 9.4.2.1 LAMEA Manual Market by Country
  - 9.4.2.2 LAMEA Semi-Supervised Market by Country
  - 9.4.2.3 LAMEA Automatic Market by Country
- 9.4.3 LAMEA Data Labeling Solution and Services Market by Sourcing Type
  - 9.4.3.1 LAMEA Outsourced Market by Country
  - 9.4.3.2 LAMEA In-House Market by Country
- 9.4.4 LAMEA Data Labeling Solution and Services Market by Vertical
  - 9.4.4.1 LAMEA IT Market by Country
  - 9.4.4.2 LAMEA Automotive Market by Country
  - 9.4.4.3 LAMEA Financial Services Market by Country
  - 9.4.4.4 LAMEA Government Market by Country
  - 9.4.4.5 LAMEA Healthcare Market by Country
  - 9.4.4.6 LAMEA Retail Market by Country
  - 9.4.4.7 LAMEA Others Market by Country
- 9.4.5 LAMEA Data Labeling Solution and Services Market by Country
  - 9.4.5.1 Brazil Data Labeling Solution and Services Market
    - 9.4.5.1.1 Brazil Data Labeling Solution and Services Market by Type
    - 9.4.5.1.2 Brazil Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.1.3 Brazil Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.1.4 Brazil Data Labeling Solution and Services Market by Vertical
  - 9.4.5.2 Argentina Data Labeling Solution and Services Market
    - 9.4.5.2.1 Argentina Data Labeling Solution and Services Market by Type
    - 9.4.5.2.2 Argentina Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.2.3 Argentina Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.2.4 Argentina Data Labeling Solution and Services Market by Vertical
  - 9.4.5.3 UAE Data Labeling Solution and Services Market
    - 9.4.5.3.1 UAE Data Labeling Solution and Services Market by Type
    - 9.4.5.3.2 UAE Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.3.3 UAE Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.3.4 UAE Data Labeling Solution and Services Market by Vertical
  - 9.4.5.4 Saudi Arabia Data Labeling Solution and Services Market
    - 9.4.5.4.1 Saudi Arabia Data Labeling Solution and Services Market by Type
    - 9.4.5.4.2 Saudi Arabia Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.4.3 Saudi Arabia Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.4.4 Saudi Arabia Data Labeling Solution and Services Market by Vertical
  - 9.4.5.5 South Africa Data Labeling Solution and Services Market
    - 9.4.5.5.1 South Africa Data Labeling Solution and Services Market by Type
    - 9.4.5.5.2 South Africa Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.5.3 South Africa Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.5.4 South Africa Data Labeling Solution and Services Market by Vertical
  - 9.4.5.6 Nigeria Data Labeling Solution and Services Market
    - 9.4.5.6.1 Nigeria Data Labeling Solution and Services Market by Type
    - 9.4.5.6.2 Nigeria Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.6.3 Nigeria Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.6.4 Nigeria Data Labeling Solution and Services Market by Vertical
  - 9.4.5.7 Rest of LAMEA Data Labeling Solution and Services Market
    - 9.4.5.7.1 Rest of LAMEA Data Labeling Solution and Services Market by Type
    - 9.4.5.7.2 Rest of LAMEA Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.7.3 Rest of LAMEA Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.7.4 Rest of LAMEA Data Labeling Solution and Services Market by Vertical

Chapter 10. Company Profiles

10.1 Google LLC (Alphabet Inc.)
- 10.1.1 Company Overview
- 10.1.2 Financial Analysis
- 10.1.3 Segmental and Regional Analysis
- 10.1.4 Research & Development Expense
- 10.1.5 Recent strategies and developments:
  - 10.1.5.1 Partnerships, Collaborations, and Agreements:
  - 10.1.5.2 Product Launches and Product Expansions:
- 10.1.6 SWOT Analysis
10.2 Appen Limited
- 10.2.1 Company Overview
- 10.2.2 Financial Analysis
- 10.2.3 Segmental and Regional Analysis
- 10.2.4 Recent strategies and developments:
  - 10.2.4.1 Partnerships, Collaborations, and Agreements:
  - 10.2.4.2 Product Launches and Product Expansions:
  - 10.2.4.3 Acquisition and Mergers:
- 10.2.5 SWOT Analysis
10.3 TELUS International (Playment, Inc.)
- 10.3.1 Company Overview
- 10.3.2 Financial Analysis
- 10.3.3 Recent strategies and developments:
  - 10.3.3.1 Acquisition and Mergers:
- 10.3.4 SWOT Analysis
10.4 Yandex N.V.
- 10.4.1 Company Overview
- 10.4.2 Financial Analysis
- 10.4.3 Segmental and Regional Analysis
- 10.4.4 SWOT Analysis
10.5 Uber Technologies, Inc. (Mighty AI, Inc.)
- 10.5.1 Company Overview
- 10.5.2 Financial Analysis
- 10.5.3 Segmental and Regional Analysis
- 10.5.4 Research & Development Expense
- 10.5.5 SWOT Analysis
10.6 Zight
- 10.6.1 Company Overview
10.7 Alegion, Inc.
- 10.7.1 Company Overview
- 10.7.2 Recent strategies and developments:
  - 10.7.2.1 Partnerships, Collaborations, and Agreements:
  - 10.7.2.2 Product Launches and Product Expansions:
- 10.7.3 SWOT Analysis
10.8 Scale AI, Inc.
- 10.8.1 Company Overview
- 10.8.2 Recent strategies and developments:
  - 10.8.2.1 Product Launches and Product Expansions:
- 10.8.3 SWOT Analysis
10.9 Labelbox, Inc.
- 10.9.1 Company overview
- 10.9.2 Recent strategies and developments:
  - 10.9.2.1 Partnerships, Collaborations, and Agreements:
- 10.9.3 SWOT Analysis
10.10. Cogito Tech LLC
- 10.10.1 Company Overview
- 10.10.2 Recent Strategies and Developments:
  - 10.10.2.1 Product Launch and Product expansions
- 10.10.3 SWOT Analysis

データラベリングソリューションとサービスの世界市場規模、シェア、産業動向分析レポート：タイプ別、ラベリングタイプ別（手動、半監視、自動）、ソーシングタイプ別、業界別、地域別展望と予測、2023年～2030年

Global Data Labeling Solution And Services Market Size, Share & Industry Trends Analysis Report By Type, By Labeling Type (Manual, Semi-Supervised, and Automatic), By Sourcing Type, By Vertical, By Regional Outlook and Forecast, 2023 - 2030

目次

第1章市場範囲と調査手法

第2章市場の概要

第3章市場概要

第4章競合分析- 世界

第5章世界のデータラベリングソリューションおよびサービス市場：タイプ別

第6章世界のデータラベリングソリューションおよびサービス市場：ラベルの種類別

第7章世界のデータラベリングソリューションおよびサービス市場：調達タイプ別

第8章世界のデータラベリングソリューションおよびサービス市場：業界別

第9章世界のデータラベリングソリューションおよびサービス市場：地域別

第10章企業プロファイル

第11章データラベリングソリューションおよびサービス市場における勝利の必須条件

LIST OF TABLES

Scope of the Study

Table of Contents

Chapter 1. Market Scope & Methodology

Chapter 2. Market At a Glance

Chapter 3. Market Overview

Chapter 4. Competition Analysis - Global

Chapter 5. Global Data Labeling Solution and Services Market by Type

Chapter 6. Global Data Labeling Solution and Services Market by Labeling Type

Chapter 7. Global Data Labeling Solution and Services Market by Sourcing Type

Chapter 8. Global Data Labeling Solution and Services Market by Vertical

Chapter 9. Global Data Labeling Solution and Services Market by Region

Chapter 10. Company Profiles

Chapter 11. Winning Imperatives for Data Labeling Solution And Services Market

データラベリングソリューションとサービスの世界市場規模、シェア、産業動向分析レポート：タイプ別、ラベリングタイプ別（手動、半監視、自動）、ソーシングタイプ別、業界別、地域別展望と予測、2023年～2030年

Global Data Labeling Solution And Services Market Size, Share & Industry Trends Analysis Report By Type, By Labeling Type (Manual, Semi-Supervised, and Automatic), By Sourcing Type, By Vertical, By Regional Outlook and Forecast, 2023 - 2030

目次

第1章 市場範囲と調査手法

第2章 市場の概要

第3章 市場概要

第4章 競合分析- 世界

第5章 世界のデータラベリングソリューションおよびサービス市場：タイプ別

第6章 世界のデータラベリングソリューションおよびサービス市場：ラベルの種類別

第7章 世界のデータラベリングソリューションおよびサービス市場：調達タイプ別

第8章 世界のデータラベリングソリューションおよびサービス市場：業界別

第9章 世界のデータラベリングソリューションおよびサービス市場：地域別

第10章 企業プロファイル

第11章 データラベリングソリューションおよびサービス市場における勝利の必須条件

LIST OF TABLES

Scope of the Study

Table of Contents

Chapter 1. Market Scope & Methodology

Chapter 2. Market At a Glance

Chapter 3. Market Overview

Chapter 4. Competition Analysis - Global

Chapter 5. Global Data Labeling Solution and Services Market by Type

Chapter 6. Global Data Labeling Solution and Services Market by Labeling Type

Chapter 7. Global Data Labeling Solution and Services Market by Sourcing Type

Chapter 8. Global Data Labeling Solution and Services Market by Vertical

Chapter 9. Global Data Labeling Solution and Services Market by Region

Chapter 10. Company Profiles

Chapter 11. Winning Imperatives for Data Labeling Solution And Services Market

第1章市場範囲と調査手法

第2章市場の概要

第3章市場概要

第4章競合分析- 世界

第5章世界のデータラベリングソリューションおよびサービス市場：タイプ別

第6章世界のデータラベリングソリューションおよびサービス市場：ラベルの種類別

第7章世界のデータラベリングソリューションおよびサービス市場：調達タイプ別

第8章世界のデータラベリングソリューションおよびサービス市場：業界別

第9章世界のデータラベリングソリューションおよびサービス市場：地域別

第10章企業プロファイル

第11章データラベリングソリューションおよびサービス市場における勝利の必須条件