気象予測サービス市場:産業別(保険、航空、その他)、予測タイプ別(ナウキャスト、ショート、ミディアム、エクステンデッド、ロング)、目的別(安全、業務効率)、組織別(大企業、中小企業)、2028年までの世界予測Weather Forecasting Services Market by Industry (Insurance Aviation, Others), Forecasting Type (Nowcast, Short, Medium, Extended, Long) Purpose (Safety, Operational Efficiency), Organization (Large, Small-Sized Enterprises) and Global Forecast to 2028 気象予測サービス市場は、2023年の19億米ドルから2028年には28億米ドルに成長すると予測され、予測期間中の年平均成長率は8.2%である。技術の進歩と世界的な気象予測データの需要増加が市場の成長を促進している... もっと見る
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サマリー気象予測サービス市場は、2023年の19億米ドルから2028年には28億米ドルに成長すると予測され、予測期間中の年平均成長率は8.2%である。技術の進歩と世界的な気象予測データの需要増加が市場の成長を促進している。予測期間中、産業別では保険が最も高いシェアを占めると予測される。 産業別に見ると、気象予測サービス市場の保険分野が予測期間中に最も高いシェアを占めると予測されます。保険会社は、クレームを検証し、損害の程度を評価するために、気象予測と過去の気象データを使用する。正確な気象データは、気象関連のクレームにとって極めて重要である。気象データは不正請求を防止し、保険契約者への公正な補償を保証するのに役立つ。正確な気象予測は、ハリケーン、洪水、山火事、雹などの様々な気象関連事象に関連するリスクの定量化に役立ち、完璧な保険価格を保証し、潜在的なクレームへのエクスポージャーを管理します。 ナウキャスト分野は予測タイプ別に最も高い成長率が予測されています。 予測タイプに基づくと、ナウキャスト分野は予測期間中に最も高い成長率を示すと予測される。ナウキャスト予測タイプは、短期的、高度に地域化されたリアルタイムの気象情報を提供することに重点を置いている。ナウキャストは分刻みの気象情報を提供する。ルートスケジューリング、農家、海洋、その他様々な産業にとって、悪天候による損失を最小限に抑えるために、ナウキャスト予測は非常に重要です。ナウキャスト予報は輸送や産業にとって、好ましくない気象条件や自然災害による交通事故や物流被害を最小限に抑えるために非常に重要です。 2023年にはアジア太平洋地域が最大の市場シェアを占めると予想されている。 気象予測サービス市場産業は、北米、ヨーロッパ、アジア太平洋、中東・アフリカ、ラテンアメリカで調査されている。アジア太平洋地域は、気象予測サービス市場において最大の市場シェアを占めている。アジア太平洋地域は予測期間中に年平均成長率8.7%で最も成長すると推定される。アジア太平洋地域では中国が市場をリードしており、多くの企業や新興企業がこの業界で事業を展開している。同国は、気象予測サービスの進歩やサービスにおいて重要な役割を果たしている。悪天候や自然災害による様々な産業の損失を最小化するための気象予測サービスシステムの需要により、市場は拡大すると予想される。 気象予測サービス市場における主要参入企業のプロファイルの内訳: - 企業タイプ別:ティア1:35%、ティア2:45%、ティア3:20 - 役職別Cレベル:35%、マネージャー:25%、その他:40 - 地域別北米 -40%、アジア太平洋 -30%、ヨーロッパ -20%、中東・アフリカ -5%、ラテンアメリカ -5 著名企業としては、The Weather Company(米国)、DTN(米国)、Accuweather(米国)、Fugro(オランダ)、Enav S.P.A(イタリア)などが挙げられる。 調査範囲 この調査レポートは、気象予測サービス市場を予測別(ナウキャスト、短距離、中距離、長距離)、目的別(安全、業務効率、その他)、産業別(運輸・物流、海洋、航空、メディア、石油・ガス、農業・林業、保険、小売、エネルギー・公益事業、建設・鉱業、その他)、組織規模別(大企業、中小企業)、地域別(北米、欧州、アジア太平洋、中東・アフリカ、中南米)に分類しています。気象予測サービス市場の成長に影響を与える促進要因、阻害要因、課題、機会などの主要要因に関する詳細情報を網羅しています。主要な業界プレイヤーを詳細に分析し、事業概要、ソリューション、サービス、主要戦略、契約、パートナーシップ、合意などに関する洞察を提供しています。天気予報サービスシステム市場に関連する新製品・サービスの発表、合併・買収、最近の動向。気象予測サービス市場のエコシステムにおける今後の新興企業の競争分析もカバーしています。 このレポートを購入する理由 本レポートは、気象予測サービスシステム市場全体とサブセグメントにおける収益数の最も近い近似値に関する情報を提供することで、同市場における市場リーダー/新規参入者に役立ちます。本レポートは、利害関係者が競争状況を理解し、自社のビジネスをより良く位置付け、適切な市場参入戦略を計画するためのより多くの洞察を得るのに役立ちます。また、本レポートは、関係者が市場の鼓動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供します。 本レポートでは、以下のポイントに関する洞察を提供しています: - 主要促進要因(輸送・物流部門における気象予測サービスの統合、現代農業における気象予測サービスの需要、航空事故削減のための気象予測ニーズの増加、降雨に関する不確実性をもたらす気候変動パターンの増加、災害管理のための気象モニタリングの増加)、阻害要因(大気変数の動的性質、専門的な気象予測モデルの複雑さと不足)、機会(再生可能エネルギー分野の成長、スーパーコンピューターの計算能力の向上、気象モニタリングのためのハイエンドレーダーと衛星の開発、気象予測サービスにおけるビッグデータ分析の利用の増加)、および課題(効果的な自動化の欠如、誤った気象警報の頻繁な発生)が認証とブランド保護市場の成長に影響を与えている。 - 製品開発/イノベーション:気象予測サービス市場における今後の技術、研究開発活動、新製品・サービス発表に関する詳細な洞察 - 市場開発:有利な市場に関する包括的な情報 - 当レポートは様々な地域の気象予測サービス市場を分析しています。 - 市場の多様化:気象予測サービス市場における新製品とサービス、未開拓の地域、最近の開発、投資に関する詳細な情報 - 競争力の評価:気象予測サービス市場における主要企業の市場シェア、成長戦略、サービス内容を詳細に評価 目次1 INTRODUCTION 261.1 STUDY OBJECTIVES 26 1.2 MARKET DEFINITION 26 1.3 STUDY SCOPE 27 1.3.1 MARKETS COVERED 27 FIGURE 1 WEATHER FORECASTING SERVICES MARKET SEGMENTATION 27 1.3.2 REGIONS COVERED 27 1.3.3 YEARS CONSIDERED 28 1.4 CURRENCY CONSIDERED 28 TABLE 1 USD EXCHANGE RATE 28 1.5 STAKEHOLDERS 28 1.6 SUMMARY OF CHANGES 29 1.6.1 RECESSION IMPACT 29 2 RESEARCH METHODOLOGY 30 2.1 RESEARCH APPROACH 30 FIGURE 2 REPORT PROCESS FLOW 30 FIGURE 3 WEATHER FORECASTING SERVICES MARKET: RESEARCH DESIGN 31 2.1.1 SECONDARY DATA 32 2.1.1.1 Key data from secondary sources 32 2.1.2 PRIMARY DATA 33 2.1.2.1 Key data from primary sources 33 2.1.2.2 Insights from industry experts 34 2.1.2.3 Breakdown of primaries: by company type, designation, and region 34 TABLE 2 DETAILS OF PRIMARY INTERVIEWEES 35 2.2 FACTOR ANALYSIS 35 2.2.1 INTRODUCTION 35 2.2.2 DEMAND-SIDE ANALYSIS 35 2.2.2.1 Increasing safety concerns due to climate change 35 FIGURE 4 CAUSES OF AVIATION ACCIDENTS BETWEEN 1960 AND 2023 36 2.2.2.2 Increasing international trade 36 2.2.3 SUPPLY-SIDE ANALYSIS 36 2.2.3.1 Advancements in weather forecasting technologies 37 2.2.4 RECESSION IMPACT ANALYSIS 37 2.3 MARKET-SIZE ESTIMATION 37 2.3.1 BOTTOM-UP APPROACH 37 FIGURE 5 MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH 38 2.3.2 TOP-DOWN APPROACH 38 FIGURE 6 MARKET SIZE ESTIMATION: TOP-DOWN APPROACH 38 2.4 MARKET BREAKDOWN AND DATA TRIANGULATION 39 FIGURE 7 RESEARCH METHODOLOGY: DATA TRIANGULATION 39 2.5 GROWTH RATE ASSUMPTIONS 40 2.6 RESEARCH ASSUMPTIONS 40 2.6.1 RISK ANALYSIS 41 3 EXECUTIVE SUMMARY 42 FIGURE 8 SAFETY SEGMENT TO LEAD MARKET FROM 2023 TO 2028 43 FIGURE 9 SMALL & MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR THAN LARGE ENTERPRISES SEGMENT DURING FORECAST PERIOD 43 FIGURE 10 ENERGY & UTILITIES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 44 FIGURE 11 NORTH AMERICA ESTIMATED TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 45 4 PREMIUM INSIGHTS 46 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN WEATHER FORECASTING SERVICES MARKET 46 FIGURE 12 INCREASING SAFETY CONCERNS AMONG INDUSTRIES TO DRIVE ADOPTION OF WEATHER FORECASTING SERVICES 46 4.2 WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE 46 FIGURE 13 SHORT-RANGE FORECASTING SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 46 4.3 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE 47 FIGURE 14 SAFETY SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD 47 4.4 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY 47 FIGURE 15 INSURANCE SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD 47 4.5 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE 48 FIGURE 16 LARGE ENTERPRISES SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 48 4.6 WEATHER FORECASTING SERVICES MARKET, BY COUNTRY 48 FIGURE 17 INDIA TO REGISTER HIGHEST CAGR IN WEATHER FORECASTING SERVICES MARKET DURING FORECAST PERIOD 48 5 MARKET OVERVIEW 49 5.1 INTRODUCTION 49 5.2 MARKET DYNAMICS 50 FIGURE 18 WEATHER FORECASTING SERVICES MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 50 5.2.1 DRIVERS 50 5.2.1.1 Integration of weather forecasting services in transport and logistics sectors 50 5.2.1.2 Demand for weather forecasting services in modern-day agriculture 51 5.2.1.3 Growing need for weather forecasting services to ensure flight safety 51 FIGURE 19 ACCIDENTS IN AVIATION INDUSTRY, 1960–2022 52 5.2.1.4 Rise in climate-change patterns resulting in uncertainties related to rainfall 52 FIGURE 20 GLOBAL TEMPERATURE CHANGES FROM 1900 TO 2022 52 5.2.1.5 Increase in weather monitoring for disaster management 53 5.2.2 RESTRAINTS 53 5.2.2.1 Dynamic nature of atmospheric variables 53 5.2.2.2 Complexity and lack of specialized weather forecasting models 53 5.2.3 OPPORTUNITIES 54 5.2.3.1 Growth of renewable energy sector 54 FIGURE 21 RENEWABLE ENERGY CAPACITY, BY ENERGY SOURCE, 2022 54 5.2.3.2 Increasing computing capabilities of supercomputers 55 5.2.3.3 Development of high-end radars and satellites for weather monitoring 55 5.2.3.4 Increasing use of big data analytics in weather forecasting services 55 5.2.4 CHALLENGES 56 5.2.4.1 Lack of effective automation 56 5.2.4.2 Frequent occurrence of false weather alarms 56 5.3 RECESSION IMPACT ANALYSIS 57 5.4 VALUE CHAIN ANALYSIS 57 FIGURE 22 VALUE CHAIN ANALYSIS 58 5.5 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 59 5.5.1 REVENUE SHIFT AND NEW TECHNOLOGY ADOPTION BY SERVICE PROVIDERS 59 FIGURE 23 REVENUE SHIFT IN WEATHER FORECASTING SERVICES MARKET 59 5.6 WEATHER FORECASTING SERVICES MARKET ECOSYSTEM 59 5.6.1 PROMINENT COMPANIES 59 5.6.2 PRIVATE AND SMALL ENTERPRISES 60 5.6.3 END USERS 60 FIGURE 24 WEATHER FORECASTING SERVICES MARKET ECOSYSTEM MAP 60 TABLE 3 WEATHER FORECASTING SERVICES MARKET ECOSYSTEM 61 5.7 PORTER’S FIVE FORCES ANALYSIS 62 TABLE 4 PORTER’S FIVE FORCES ANALYSIS 62 5.7.1 THREAT OF NEW ENTRANTS 62 5.7.2 THREAT OF SUBSTITUTES 63 5.7.3 BARGAINING POWER OF SUPPLIERS 63 5.7.4 BARGAINING POWER OF BUYERS 63 5.7.5 INTENSITY OF COMPETITIVE RIVALRY 63 5.8 PRICING ANALYSIS 64 5.8.1 AVERAGE SELLING PRICE RANGE OF WEATHER FORECASTING SERVICES, BY INDUSTRY, 2022 64 5.9 TARIFF AND REGULATORY LANDSCAPE 64 TABLE 5 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 65 TABLE 6 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 65 TABLE 7 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 66 TABLE 8 REST OF THE WORLD: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 66 5.10 TRADE ANALYSIS 67 TABLE 9 COUNTRY-WISE EXPORTS, 2021–2022 (USD THOUSAND) 67 TABLE 10 COUNTRY-WISE IMPORTS, 2021–2022 (USD THOUSAND) 68 TABLE 11 THERMOMETERS & PYROMETERS NOT COMBINED WITH OTHER INSTRUMENTS, COUNTRY-WISE EXPORTS, 2021–2022 (USD THOUSAND) 69 TABLE 12 THERMOMETERS & PYROMETERS NOT COMBINED WITH OTHER INSTRUMENTS, COUNTRY-WISE IMPORTS, 2021–2022 (USD THOUSAND) 70 5.11 PATENT ANALYSIS 71 FIGURE 25 MAJOR PATENTS FOR WEATHER FORECASTING 71 TABLE 13 MAJOR PATENTS FOR WEATHER FORECASTING SERVICES MARKET 72 5.12 KEY STAKEHOLDERS AND BUYING CRITERIA 76 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 76 FIGURE 26 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY ORGANIZATION SIZE 76 TABLE 14 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY ORGANIZATION SIZE (%) 76 5.12.2 BUYING CRITERIA 76 FIGURE 27 KEY BUYING CRITERIA FOR WEATHER FORECASTING SERVICES, BY ORGANIZATION SIZE 76 TABLE 15 KEY BUYING CRITERIA FOR WEATHER FORECASTING SERVICES, BY ORGANIZATION SIZE 77 5.13 KEY CONFERENCES AND EVENTS, 2023–2024 77 TABLE 16 CONFERENCES AND EVENTS, 2023–2024 77 5.14 TECHNOLOGY ANALYSIS 77 5.14.1 DUAL-POLARIZATION RADAR 77 5.14.2 ADVANCED SATELLITES 78 5.15 CASE STUDY ANALYSIS 78 5.15.1 USE CASE: ARTIFICIAL INTELLIGENCE (AI) IN WEATHER FORECASTING FOR FAST PREDICTIONS 78 5.15.2 USE CASE: MACHINE LEARNING ALGORITHMS TO INCREASE WEATHER FORECASTING ACCURACY 78 5.15.3 USE CASE: AUTOMATED WEATHER ANALYSIS USING IMAGE RECOGNITION 79 5.15.4 USE CASE: DUAL-POLARIZATION TECHNOLOGY 79 5.15.5 USE CASE: THE WEATHER COMPANY’S GLOBAL HIGH-RESOLUTION ATMOSPHERIC FORECASTING SYSTEM (GRAF) 79 5.15.6 USE CASE: WEATHER FORECASTING IN CLOUD APPLICATIONS 80 6 INDUSTRY TRENDS 81 6.1 INTRODUCTION 81 6.2 SUPPLY CHAIN ANALYSIS 81 FIGURE 28 SUPPLY CHAIN ANALYSIS 82 6.3 EMERGING INDUSTRY TRENDS 83 TABLE 17 ADVANCEMENTS IN AUTONOMOUS SHIPS IN KEY NATIONS 83 6.4 TECHNOLOGY TRENDS 84 6.4.1 DISRUPTIVE TECHNOLOGIES: IOT, AI, AND BIG DATA ANALYTICS 84 6.4.2 WEATHER DRONES 84 6.4.3 SUPERCOMPUTERS 84 6.4.4 COMPUTERS WITH FAST PROCESSORS 85 6.4.5 EMERGENCE OF NEXT-GENERATION RADAR TECHNOLOGY 85 6.4.6 BIG WEATHER DATA ANALYSIS 85 6.4.7 INTELLIGENT WEATHER PREDICTING MODULES 86 6.5 NEW WEATHER FORECASTING MODELS 86 6.5.1 HORIZONTAL WIND MODEL (HWM) 86 6.5.2 ADVANCED WEATHER INTERACTIVE PROCESSING SYSTEM (AWIPS) II 86 6.5.3 EVEN NEWER DYNAMICS FOR GENERAL ATMOSPHERIC MODELING OF THE ENVIRONMENT (ENDGAME) 86 6.6 IMPACT OF MEGATRENDS 87 6.6.1 AUTOMATION 87 6.6.2 DIGITIZATION 87 7 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY 88 7.1 INTRODUCTION 89 FIGURE 29 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 89 TABLE 18 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 90 TABLE 19 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 90 7.2 TRANSPORT & LOGISTICS 91 7.2.1 GROWING NEED FOR WEATHER FORECASTING TO CONTROL LOSSES DUE TO BAD WEATHER CONDITIONS 91 7.3 MARINE 91 7.3.1 DEMAND FOR MARINE WEATHER FORECASTING DRIVEN BY NEED TO ANALYZE WEATHER CONDITIONS 91 7.4 AVIATION 92 7.4.1 NEED FOR ACCURATE WEATHER FORECASTING TO REDUCE AVIATION ACCIDENTS AND ENSURE AIR PASSENGER SAFETY 92 7.5 MEDIA 92 7.5.1 NEED FOR WEATHER WARNING SYSTEMS TO HELP IN EFFICIENT EVENT HANDLING 92 7.6 OIL & GAS 92 7.6.1 WEATHER FORECASTING SERVICES TO HELP IN VOYAGE PLANNING 92 7.7 AGRICULTURE 93 7.7.1 WEATHER FORECASTING SERVICES TO HELP MITIGATE RISKS IN AGRICULTURE 93 7.8 INSURANCE 93 7.8.1 INCREASING NEED FOR WEATHER DATA FOR FUTURE CLAIMS 93 7.9 RETAIL 94 7.9.1 INCREASING USE OF WEATHER FORECASTING SERVICES TO ANALYZE SALES TRENDS 94 7.10 ENERGY & UTILITIES 94 7.10.1 UPSURGE IN RENEWABLE ENERGY PRODUCTION TO DRIVE DEMAND 94 7.11 CONSTRUCTION & MINING 95 7.11.1 EFFECTIVE PLANNING TO HELP MITIGATE WEATHER RISKS 95 7.12 OTHERS 95 8 WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE 96 8.1 INTRODUCTION 97 TABLE 20 WEATHER FORECASTING RANGES 97 FIGURE 30 WEATHER FORECASTING SERVICES MARKET, BY FORECASTING TYPE, 2023–2028 (USD MILLION) 97 TABLE 21 WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 98 TABLE 22 WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 98 8.2 NOWCAST 98 8.2.1 INCREASING NEED FOR ACCURATE PREDICTION OF WEATHER CONDITIONS WITHIN 6 HOURS TO DRIVE MARKET 98 8.3 SHORT-RANGE 99 8.3.1 GROWING USE IN FISHERIES AND TRANSPORTATION TO BOOST DEMAND FOR SHORT-RANGE FORECASTING 99 8.4 MEDIUM-RANGE 99 8.4.1 REQUIREMENT FOR MEDIUM-RANGE FORECAST IN AGRICULTURAL INDUSTRY TO DRIVE MARKET 99 8.5 EXTENDED-RANGE 100 8.5.1 GROWING DEMAND FROM RESOURCE MANAGEMENT AND CITY PLANNING SECTORS TO DRIVE MARKET 100 8.6 LONG-RANGE 100 8.6.1 INCREASING DEMAND FROM WEATHER-SENSITIVE INDUSTRIES TO DRIVE MARKET 100 9 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE 101 9.1 INTRODUCTION 102 FIGURE 31 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 102 TABLE 23 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 102 TABLE 24 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 102 9.2 LARGE ENTERPRISES 103 9.2.1 INCREASING DEPENDENCE OF LARGE ENTERPRISES ON WEATHER FORECASTING SERVICES TO IMPROVE BUSINESS DECISIONS TO DRIVE MARKET 103 9.3 SMALL & MEDIUM-SIZED ENTERPRISES 104 9.3.1 GROWING NEED FOR WEATHER FORECASTING IN SMALL & MEDIUM-SIZED ENTERPRISES TO ENSURE RISK MANAGEMENT TO DRIVE MARKET 104 10 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE 105 10.1 INTRODUCTION 106 FIGURE 32 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 106 TABLE 25 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 106 TABLE 26 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 107 10.2 SAFETY 107 10.2.1 GROWING FOCUS ON WEATHER SAFETY TO ELIMINATE FATALITY RISKS AT MANUFACTURING SITES TO DRIVE MARKET 107 10.3 OPERATIONAL EFFICIENCY 108 10.3.1 RISING DEPENDENCE ON WEATHER FORECASTING FOR EFFICIENT DAY-TO-DAY PLANNING AND INFORMED DECISION-MAKING TO DRIVE MARKET 108 10.4 OTHERS 108 11 WEATHER DATA SERVICES MARKET 109 11.1 INTRODUCTION 109 11.2 DRIVERS AND OPPORTUNITIES FOR WEATHER DATA SERVICES MARKET 109 11.3 TECHNOLOGY ANALYSIS 110 11.3.1 INTEGRATION OF BIG DATA ANALYTICS IN WEATHER DATA 110 11.3.2 INCORPORATION OF WEATHER DATA INTO INTERNET OF THINGS (IOT) 110 11.3.3 CLOUD COMPUTING IN WEATHER DATA 110 11.3.4 HIGH-PERFORMANCE COMPUTING FOR WEATHER DATA 110 11.4 USE CASES IN WEATHER DATA SERVICES MARKET 111 11.4.1 PRECISION AGRICULTURE USES CLIMACELL WEATHER DATA 111 11.4.2 UBER USES CLIMACELL WEATHER DATA FOR WEATHER-RELATED INSIGHTS 111 11.5 WEATHER DATA SERVICES MARKET, BY DATA TYPE 111 11.5.1 REAL-TIME DATA 111 11.5.2 FORECAST DATA 112 11.5.3 HISTORICAL DATA 112 11.6 WEATHER DATA SERVICE PROVIDERS 112 11.6.1 OPENWEATHERMAP 112 TABLE 27 PRICING ANALYSIS OF OPENWEATHERMAP 112 11.6.2 ACCUWEATHER, INC. 112 11.6.3 TOMORROW.IO 112 11.6.4 UNDERSTORY 113 11.6.5 METEOMATICS 113 11.6.6 WEATHER UNDERGROUND 113 11.6.7 WEATHERSTACK 113 11.7 MNM VIEW ON WEATHER DATA SERVICES MARKET 113 12 DIRECT-TO-CONSUMER WEATHER FORECASTING SERVICES MARKET 114 12.1 INTRODUCTION 114 12.1.1 MARINE 114 12.1.1.1 Need to plan route and prevent accidents to drive demand 114 TABLE 28 KEY WEATHER FORECASTING SERVICE PROVIDERS: MARINE 115 12.1.2 PRIVATE AIRCRAFT OWNERS 115 12.1.2.1 Need to ensure flight crew safety to drive demand 115 TABLE 29 KEY WEATHER FORECASTING SERVICE PROVIDERS: PRIVATE AIRCRAFT OWNERS 116 12.1.3 FARMERS 117 12.1.3.1 Need to mitigate farming risks to drive demand 117 TABLE 30 KEY WEATHER FORECASTING SERVICE PROVIDERS: FARMERS 117 12.1.4 GENERAL CONSUMERS 118 TABLE 31 WEATHER FORECASTING SERVICE PROVIDERS: GENERAL CONSUMERS 118 12.2 MEDIUM USED TO PROVIDE DIRECT-TO-CONSUMER WEATHER FORECASTING SERVICES 119 12.2.1 MEDIA 119 12.2.2 WEB-BASED 119 12.2.3 APPLICATION-BASED 120 12.3 REVENUE STREAMS IN DIRECT-TO-CONSUMER WEATHER FORECASTING SERVICES MARKET 121 12.3.1 SUBSCRIPTION-BASED 121 TABLE 32 MONTHLY AND ANNUAL SUBSCRIPTION MODEL 121 12.3.2 PAY-PER-USE 122 12.3.3 AD-BASED 122 12.4 WEATHER FORECASTING SERVICE PROVIDERS 123 TABLE 33 WEATHER FORECASTING SERVICE PROVIDERS 123 12.5 KEY DEVELOPMENTS 129 TABLE 34 KEY DEVELOPMENTS BY LEADING PLAYERS IN DIRECT-TO-CONSUMER WEATHER FORECASTING SERVICES MARKET, 2020–2023 129 13 WEATHER FORECASTING SERVICES MARKET, BY REGION 131 13.1 INTRODUCTION 132 13.2 REGIONAL RECESSION IMPACT ANALYSIS 132 FIGURE 33 NORTH AMERICA ESTIMATED TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 134 TABLE 35 WEATHER FORECASTING SERVICES MARKET, BY REGION, 2020–2022 (USD MILLION) 135 TABLE 36 WEATHER FORECASTING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 135 13.3 NORTH AMERICA 135 13.3.1 NORTH AMERICA: PESTLE ANALYSIS 136 FIGURE 34 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 137 TABLE 37 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 138 TABLE 38 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 138 TABLE 39 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 138 TABLE 40 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 139 TABLE 41 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 139 TABLE 42 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 139 TABLE 43 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 140 TABLE 44 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 140 TABLE 45 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 140 TABLE 46 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 140 13.3.2 US 141 13.3.2.1 Implementation of high-performance systems by US weather forecasting service companies to drive market 141 TABLE 47 US: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 141 TABLE 48 US: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 142 TABLE 49 US: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 142 TABLE 50 US: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 142 13.3.3 CANADA 143 13.3.3.1 Presence of leading players and developments undertaken by them to drive market 143 TABLE 51 CANADA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 143 TABLE 52 CANADA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 144 TABLE 53 CANADA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 144 TABLE 54 CANADA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 144 13.4 EUROPE 145 13.4.1 EUROPE: PESTLE ANALYSIS 145 FIGURE 35 EUROPE: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 146 TABLE 55 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 147 TABLE 56 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 147 TABLE 57 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 148 TABLE 58 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 148 TABLE 59 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 149 TABLE 60 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 149 TABLE 61 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 149 TABLE 62 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 150 TABLE 63 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 150 TABLE 64 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 150 13.4.2 UK 151 13.4.2.1 Development of next-generation weather forecasting models to drive market 151 TABLE 65 UK: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 151 TABLE 66 UK: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 152 TABLE 67 UK: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 152 TABLE 68 UK: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 152 13.4.3 GERMANY 153 13.4.3.1 Development of forecasting solutions to enhance power generation from renewable sources to drive market 153 TABLE 69 GERMANY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 153 TABLE 70 GERMANY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 154 TABLE 71 GERMANY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 154 TABLE 72 GERMANY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 154 13.4.4 FRANCE 155 13.4.4.1 Increasing investments in advanced weather forecasting service technologies to drive market 155 TABLE 73 FRANCE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 155 TABLE 74 FRANCE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 156 TABLE 75 FRANCE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 156 TABLE 76 FRANCE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 156 13.4.5 ITALY 157 13.4.5.1 Development of advanced weather prediction technologies to drive market 157 TABLE 77 ITALY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 157 TABLE 78 ITALY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 158 TABLE 79 ITALY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 158 TABLE 80 ITALY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 158 13.4.6 RUSSIA 159 13.4.6.1 Expanding meteorology techniques with hydrometeorology to drive market 159 TABLE 81 RUSSIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 159 TABLE 82 RUSSIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 160 TABLE 83 RUSSIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 160 TABLE 84 RUSSIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 160 13.4.7 REST OF EUROPE 161 TABLE 85 REST OF EUROPE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 161 TABLE 86 REST OF EUROPE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 162 TABLE 87 REST OF EUROPE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 162 TABLE 88 REST OF EUROPE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 162 13.5 ASIA PACIFIC 163 13.5.1 ASIA PACIFIC: PESTLE ANALYSIS 163 FIGURE 36 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 165 TABLE 89 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 165 TABLE 90 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 166 TABLE 91 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 166 TABLE 92 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 167 TABLE 93 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 167 TABLE 94 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 167 TABLE 95 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 168 TABLE 96 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 168 TABLE 97 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 168 TABLE 98 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 168 13.5.2 CHINA 169 13.5.2.1 Advancements in conventional weather forecasting methods to drive market 169 TABLE 99 CHINA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 169 TABLE 100 CHINA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 170 TABLE 101 CHINA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 170 TABLE 102 CHINA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 170 13.5.3 JAPAN 171 13.5.3.1 Rising use of advanced weather forecasting services across industries to drive market 171 TABLE 103 JAPAN: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 171 TABLE 104 JAPAN: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 172 TABLE 105 JAPAN: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 172 TABLE 106 JAPAN: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 172 13.5.4 INDIA 173 13.5.4.1 Increased applications of weather forecasting services in agriculture sector to drive market 173 TABLE 107 INDIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 173 TABLE 108 INDIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 174 TABLE 109 INDIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 174 TABLE 110 INDIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 174 13.5.5 AUSTRALIA 175 13.5.5.1 Growing efforts to improve numerical weather prediction and next-generation satellites to drive market 175 TABLE 111 AUSTRALIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 175 TABLE 112 AUSTRALIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 176 TABLE 113 AUSTRALIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 176 TABLE 114 AUSTRALIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 176 13.5.6 SOUTH KOREA 177 13.5.6.1 Increasing number of weather observation stations reporting to global telecommunication networks to boost market 177 TABLE 115 SOUTH KOREA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 177 TABLE 116 SOUTH KOREA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 178 TABLE 117 SOUTH KOREA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 178 TABLE 118 SOUTH KOREA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 178 13.5.7 REST OF ASIA PACIFIC 179 TABLE 119 REST OF ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 179 TABLE 120 REST OF ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 180 TABLE 121 REST OF ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 180 TABLE 122 REST OF ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 180 13.6 MIDDLE EAST & AFRICA 181 13.6.1 MIDDLE EAST & AFRICA: PESTLE ANALYSIS 181 FIGURE 37 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 183 TABLE 123 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 184 TABLE 124 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 184 TABLE 125 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 184 TABLE 126 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 185 TABLE 127 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 185 TABLE 128 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 185 TABLE 129 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 186 TABLE 130 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 186 TABLE 131 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 186 TABLE 132 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 187 13.6.2 SAUDI ARABIA 187 13.6.2.1 Development of advanced weather research and forecasting (WRF) modeling system to drive market 187 TABLE 133 SAUDI ARABIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 187 TABLE 134 SAUDI ARABIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 188 TABLE 135 SAUDI ARABIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 188 TABLE 136 SAUDI ARABIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 188 13.6.3 ISRAEL 189 13.6.3.1 Incorporation of latest technologies in weather forecasting models to drive market 189 TABLE 137 ISRAEL: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 189 TABLE 138 ISRAEL: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 190 TABLE 139 ISRAEL: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 190 TABLE 140 ISRAEL: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 190 13.6.4 TURKEY 191 13.6.4.1 Increasing demand from marine, renewables, and oil & gas companies to drive market 191 TABLE 141 TURKEY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 191 TABLE 142 TURKEY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 192 TABLE 143 TURKEY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 192 TABLE 144 TURKEY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 192 13.6.5 SOUTH AFRICA 193 13.6.5.1 Increasing use of weather forecasting services across industries to boost market 193 TABLE 145 SOUTH AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 193 TABLE 146 SOUTH AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 194 TABLE 147 SOUTH AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 194 TABLE 148 SOUTH AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 194 13.6.6 REST OF MIDDLE EAST & AFRICA 195 TABLE 149 REST OF MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 195 TABLE 150 REST OF MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 196 TABLE 151 REST OF MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 196 TABLE 152 REST OF MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 196 13.7 LATIN AMERICA 197 13.7.1 LATIN AMERICA: PESTLE ANALYSIS 197 FIGURE 38 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 198 TABLE 153 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 199 TABLE 154 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 199 TABLE 155 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 199 TABLE 156 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 200 TABLE 157 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 200 TABLE 158 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 200 TABLE 159 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 201 TABLE 160 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 201 TABLE 161 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 201 TABLE 162 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 201 13.7.2 BRAZIL 202 13.7.2.1 Increasing investments in forecasting infrastructure to drive market 202 TABLE 163 BRAZIL: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 202 TABLE 164 BRAZIL: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 203 TABLE 165 BRAZIL: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 203 TABLE 166 BRAZIL: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 203 13.7.3 MEXICO 204 13.7.3.1 Growing focus on strengthening forecasting capabilities to mitigate effects of natural disasters to drive market 204 TABLE 167 MEXICO: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 204 TABLE 168 MEXICO: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 205 TABLE 169 MEXICO: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 205 TABLE 170 MEXICO: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 205 14 COMPETITIVE LANDSCAPE 206 14.1 INTRODUCTION 206 14.2 STRATEGIES ADOPTED BY KEY PLAYERS 206 TABLE 171 STRATEGIES ADOPTED BY KEY PLAYERS IN WEATHER FORECASTING SERVICES MARKET, 2019–2023 206 14.3 RANKING ANALYSIS OF KEY PLAYERS 208 FIGURE 39 MARKET RANKING OF KEY PLAYERS, 2022 208 14.4 REVENUE ANALYSIS OF TOP 5 MARKET PLAYERS, 2019–2022 208 FIGURE 40 REVENUE ANALYSIS OF TOP 5 MARKET PLAYERS, 2019–2022 208 14.5 MARKET SHARE ANALYSIS OF KEY PLAYERS, 2022 209 TABLE 172 WEATHER FORECASTING SERVICES MARKET: DEGREE OF COMPETITION 209 14.6 MARKET SHARE OF KEY PLAYERS, 2022 209 FIGURE 41 MARKETS SHARE ANALYSIS, 2022 209 14.7 COMPANY EVALUATION MATRIX 211 14.7.1 STARS 211 14.7.2 EMERGING LEADERS 211 14.7.3 PERVASIVE PLAYERS 211 14.7.4 PARTICIPANTS 211 FIGURE 42 COMPANY EVALUATION MATRIX, 2022 212 14.8 COMPANY BENCHMARKING 213 TABLE 173 COMPANY BENCHMARKING OF KEY PLAYERS AND OTHER PLAYERS 213 TABLE 174 WEATHER FORECASTING SERVICES MARKET: DETAILED LIST OF KEY STARTUP/SMES 214 14.9 START-UP/SME EVALUATION MATRIX 214 14.9.1 PROGRESSIVE COMPANIES 214 14.9.2 RESPONSIVE COMPANIES 214 14.9.3 STARTING BLOCKS 214 14.9.4 DYNAMIC COMPANIES 214 FIGURE 43 START-UP/SME EVALUATION MATRIX, 2022 215 14.10 COMPETITIVE SCENARIO 215 14.10.1 MARKET EVALUATION FRAMEWORK 215 14.10.2 PRODUCT LAUNCHES 216 TABLE 175 PRODUCT LAUNCHES, AUGUST 2019–JUNE 2023 216 14.10.3 DEALS 219 TABLE 176 DEALS, APRIL 2020–MAY 2023 219
SummaryThe Weather Forecasting Services market is projected to grow from USD 1.9 Billion in 2023 to USD 2.8 Billion by 2028, at a CAGR of 8.2 % during the forecast period. Technological advancements and increasing demand for weather forecasting data across the globe are driving the growth of the market. Table of Contents1 INTRODUCTION 261.1 STUDY OBJECTIVES 26 1.2 MARKET DEFINITION 26 1.3 STUDY SCOPE 27 1.3.1 MARKETS COVERED 27 FIGURE 1 WEATHER FORECASTING SERVICES MARKET SEGMENTATION 27 1.3.2 REGIONS COVERED 27 1.3.3 YEARS CONSIDERED 28 1.4 CURRENCY CONSIDERED 28 TABLE 1 USD EXCHANGE RATE 28 1.5 STAKEHOLDERS 28 1.6 SUMMARY OF CHANGES 29 1.6.1 RECESSION IMPACT 29 2 RESEARCH METHODOLOGY 30 2.1 RESEARCH APPROACH 30 FIGURE 2 REPORT PROCESS FLOW 30 FIGURE 3 WEATHER FORECASTING SERVICES MARKET: RESEARCH DESIGN 31 2.1.1 SECONDARY DATA 32 2.1.1.1 Key data from secondary sources 32 2.1.2 PRIMARY DATA 33 2.1.2.1 Key data from primary sources 33 2.1.2.2 Insights from industry experts 34 2.1.2.3 Breakdown of primaries: by company type, designation, and region 34 TABLE 2 DETAILS OF PRIMARY INTERVIEWEES 35 2.2 FACTOR ANALYSIS 35 2.2.1 INTRODUCTION 35 2.2.2 DEMAND-SIDE ANALYSIS 35 2.2.2.1 Increasing safety concerns due to climate change 35 FIGURE 4 CAUSES OF AVIATION ACCIDENTS BETWEEN 1960 AND 2023 36 2.2.2.2 Increasing international trade 36 2.2.3 SUPPLY-SIDE ANALYSIS 36 2.2.3.1 Advancements in weather forecasting technologies 37 2.2.4 RECESSION IMPACT ANALYSIS 37 2.3 MARKET-SIZE ESTIMATION 37 2.3.1 BOTTOM-UP APPROACH 37 FIGURE 5 MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH 38 2.3.2 TOP-DOWN APPROACH 38 FIGURE 6 MARKET SIZE ESTIMATION: TOP-DOWN APPROACH 38 2.4 MARKET BREAKDOWN AND DATA TRIANGULATION 39 FIGURE 7 RESEARCH METHODOLOGY: DATA TRIANGULATION 39 2.5 GROWTH RATE ASSUMPTIONS 40 2.6 RESEARCH ASSUMPTIONS 40 2.6.1 RISK ANALYSIS 41 3 EXECUTIVE SUMMARY 42 FIGURE 8 SAFETY SEGMENT TO LEAD MARKET FROM 2023 TO 2028 43 FIGURE 9 SMALL & MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR THAN LARGE ENTERPRISES SEGMENT DURING FORECAST PERIOD 43 FIGURE 10 ENERGY & UTILITIES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 44 FIGURE 11 NORTH AMERICA ESTIMATED TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 45 4 PREMIUM INSIGHTS 46 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN WEATHER FORECASTING SERVICES MARKET 46 FIGURE 12 INCREASING SAFETY CONCERNS AMONG INDUSTRIES TO DRIVE ADOPTION OF WEATHER FORECASTING SERVICES 46 4.2 WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE 46 FIGURE 13 SHORT-RANGE FORECASTING SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 46 4.3 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE 47 FIGURE 14 SAFETY SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD 47 4.4 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY 47 FIGURE 15 INSURANCE SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD 47 4.5 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE 48 FIGURE 16 LARGE ENTERPRISES SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 48 4.6 WEATHER FORECASTING SERVICES MARKET, BY COUNTRY 48 FIGURE 17 INDIA TO REGISTER HIGHEST CAGR IN WEATHER FORECASTING SERVICES MARKET DURING FORECAST PERIOD 48 5 MARKET OVERVIEW 49 5.1 INTRODUCTION 49 5.2 MARKET DYNAMICS 50 FIGURE 18 WEATHER FORECASTING SERVICES MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 50 5.2.1 DRIVERS 50 5.2.1.1 Integration of weather forecasting services in transport and logistics sectors 50 5.2.1.2 Demand for weather forecasting services in modern-day agriculture 51 5.2.1.3 Growing need for weather forecasting services to ensure flight safety 51 FIGURE 19 ACCIDENTS IN AVIATION INDUSTRY, 1960–2022 52 5.2.1.4 Rise in climate-change patterns resulting in uncertainties related to rainfall 52 FIGURE 20 GLOBAL TEMPERATURE CHANGES FROM 1900 TO 2022 52 5.2.1.5 Increase in weather monitoring for disaster management 53 5.2.2 RESTRAINTS 53 5.2.2.1 Dynamic nature of atmospheric variables 53 5.2.2.2 Complexity and lack of specialized weather forecasting models 53 5.2.3 OPPORTUNITIES 54 5.2.3.1 Growth of renewable energy sector 54 FIGURE 21 RENEWABLE ENERGY CAPACITY, BY ENERGY SOURCE, 2022 54 5.2.3.2 Increasing computing capabilities of supercomputers 55 5.2.3.3 Development of high-end radars and satellites for weather monitoring 55 5.2.3.4 Increasing use of big data analytics in weather forecasting services 55 5.2.4 CHALLENGES 56 5.2.4.1 Lack of effective automation 56 5.2.4.2 Frequent occurrence of false weather alarms 56 5.3 RECESSION IMPACT ANALYSIS 57 5.4 VALUE CHAIN ANALYSIS 57 FIGURE 22 VALUE CHAIN ANALYSIS 58 5.5 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 59 5.5.1 REVENUE SHIFT AND NEW TECHNOLOGY ADOPTION BY SERVICE PROVIDERS 59 FIGURE 23 REVENUE SHIFT IN WEATHER FORECASTING SERVICES MARKET 59 5.6 WEATHER FORECASTING SERVICES MARKET ECOSYSTEM 59 5.6.1 PROMINENT COMPANIES 59 5.6.2 PRIVATE AND SMALL ENTERPRISES 60 5.6.3 END USERS 60 FIGURE 24 WEATHER FORECASTING SERVICES MARKET ECOSYSTEM MAP 60 TABLE 3 WEATHER FORECASTING SERVICES MARKET ECOSYSTEM 61 5.7 PORTER’S FIVE FORCES ANALYSIS 62 TABLE 4 PORTER’S FIVE FORCES ANALYSIS 62 5.7.1 THREAT OF NEW ENTRANTS 62 5.7.2 THREAT OF SUBSTITUTES 63 5.7.3 BARGAINING POWER OF SUPPLIERS 63 5.7.4 BARGAINING POWER OF BUYERS 63 5.7.5 INTENSITY OF COMPETITIVE RIVALRY 63 5.8 PRICING ANALYSIS 64 5.8.1 AVERAGE SELLING PRICE RANGE OF WEATHER FORECASTING SERVICES, BY INDUSTRY, 2022 64 5.9 TARIFF AND REGULATORY LANDSCAPE 64 TABLE 5 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 65 TABLE 6 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 65 TABLE 7 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 66 TABLE 8 REST OF THE WORLD: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 66 5.10 TRADE ANALYSIS 67 TABLE 9 COUNTRY-WISE EXPORTS, 2021–2022 (USD THOUSAND) 67 TABLE 10 COUNTRY-WISE IMPORTS, 2021–2022 (USD THOUSAND) 68 TABLE 11 THERMOMETERS & PYROMETERS NOT COMBINED WITH OTHER INSTRUMENTS, COUNTRY-WISE EXPORTS, 2021–2022 (USD THOUSAND) 69 TABLE 12 THERMOMETERS & PYROMETERS NOT COMBINED WITH OTHER INSTRUMENTS, COUNTRY-WISE IMPORTS, 2021–2022 (USD THOUSAND) 70 5.11 PATENT ANALYSIS 71 FIGURE 25 MAJOR PATENTS FOR WEATHER FORECASTING 71 TABLE 13 MAJOR PATENTS FOR WEATHER FORECASTING SERVICES MARKET 72 5.12 KEY STAKEHOLDERS AND BUYING CRITERIA 76 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 76 FIGURE 26 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY ORGANIZATION SIZE 76 TABLE 14 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY ORGANIZATION SIZE (%) 76 5.12.2 BUYING CRITERIA 76 FIGURE 27 KEY BUYING CRITERIA FOR WEATHER FORECASTING SERVICES, BY ORGANIZATION SIZE 76 TABLE 15 KEY BUYING CRITERIA FOR WEATHER FORECASTING SERVICES, BY ORGANIZATION SIZE 77 5.13 KEY CONFERENCES AND EVENTS, 2023–2024 77 TABLE 16 CONFERENCES AND EVENTS, 2023–2024 77 5.14 TECHNOLOGY ANALYSIS 77 5.14.1 DUAL-POLARIZATION RADAR 77 5.14.2 ADVANCED SATELLITES 78 5.15 CASE STUDY ANALYSIS 78 5.15.1 USE CASE: ARTIFICIAL INTELLIGENCE (AI) IN WEATHER FORECASTING FOR FAST PREDICTIONS 78 5.15.2 USE CASE: MACHINE LEARNING ALGORITHMS TO INCREASE WEATHER FORECASTING ACCURACY 78 5.15.3 USE CASE: AUTOMATED WEATHER ANALYSIS USING IMAGE RECOGNITION 79 5.15.4 USE CASE: DUAL-POLARIZATION TECHNOLOGY 79 5.15.5 USE CASE: THE WEATHER COMPANY’S GLOBAL HIGH-RESOLUTION ATMOSPHERIC FORECASTING SYSTEM (GRAF) 79 5.15.6 USE CASE: WEATHER FORECASTING IN CLOUD APPLICATIONS 80 6 INDUSTRY TRENDS 81 6.1 INTRODUCTION 81 6.2 SUPPLY CHAIN ANALYSIS 81 FIGURE 28 SUPPLY CHAIN ANALYSIS 82 6.3 EMERGING INDUSTRY TRENDS 83 TABLE 17 ADVANCEMENTS IN AUTONOMOUS SHIPS IN KEY NATIONS 83 6.4 TECHNOLOGY TRENDS 84 6.4.1 DISRUPTIVE TECHNOLOGIES: IOT, AI, AND BIG DATA ANALYTICS 84 6.4.2 WEATHER DRONES 84 6.4.3 SUPERCOMPUTERS 84 6.4.4 COMPUTERS WITH FAST PROCESSORS 85 6.4.5 EMERGENCE OF NEXT-GENERATION RADAR TECHNOLOGY 85 6.4.6 BIG WEATHER DATA ANALYSIS 85 6.4.7 INTELLIGENT WEATHER PREDICTING MODULES 86 6.5 NEW WEATHER FORECASTING MODELS 86 6.5.1 HORIZONTAL WIND MODEL (HWM) 86 6.5.2 ADVANCED WEATHER INTERACTIVE PROCESSING SYSTEM (AWIPS) II 86 6.5.3 EVEN NEWER DYNAMICS FOR GENERAL ATMOSPHERIC MODELING OF THE ENVIRONMENT (ENDGAME) 86 6.6 IMPACT OF MEGATRENDS 87 6.6.1 AUTOMATION 87 6.6.2 DIGITIZATION 87 7 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY 88 7.1 INTRODUCTION 89 FIGURE 29 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 89 TABLE 18 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 90 TABLE 19 WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 90 7.2 TRANSPORT & LOGISTICS 91 7.2.1 GROWING NEED FOR WEATHER FORECASTING TO CONTROL LOSSES DUE TO BAD WEATHER CONDITIONS 91 7.3 MARINE 91 7.3.1 DEMAND FOR MARINE WEATHER FORECASTING DRIVEN BY NEED TO ANALYZE WEATHER CONDITIONS 91 7.4 AVIATION 92 7.4.1 NEED FOR ACCURATE WEATHER FORECASTING TO REDUCE AVIATION ACCIDENTS AND ENSURE AIR PASSENGER SAFETY 92 7.5 MEDIA 92 7.5.1 NEED FOR WEATHER WARNING SYSTEMS TO HELP IN EFFICIENT EVENT HANDLING 92 7.6 OIL & GAS 92 7.6.1 WEATHER FORECASTING SERVICES TO HELP IN VOYAGE PLANNING 92 7.7 AGRICULTURE 93 7.7.1 WEATHER FORECASTING SERVICES TO HELP MITIGATE RISKS IN AGRICULTURE 93 7.8 INSURANCE 93 7.8.1 INCREASING NEED FOR WEATHER DATA FOR FUTURE CLAIMS 93 7.9 RETAIL 94 7.9.1 INCREASING USE OF WEATHER FORECASTING SERVICES TO ANALYZE SALES TRENDS 94 7.10 ENERGY & UTILITIES 94 7.10.1 UPSURGE IN RENEWABLE ENERGY PRODUCTION TO DRIVE DEMAND 94 7.11 CONSTRUCTION & MINING 95 7.11.1 EFFECTIVE PLANNING TO HELP MITIGATE WEATHER RISKS 95 7.12 OTHERS 95 8 WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE 96 8.1 INTRODUCTION 97 TABLE 20 WEATHER FORECASTING RANGES 97 FIGURE 30 WEATHER FORECASTING SERVICES MARKET, BY FORECASTING TYPE, 2023–2028 (USD MILLION) 97 TABLE 21 WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 98 TABLE 22 WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 98 8.2 NOWCAST 98 8.2.1 INCREASING NEED FOR ACCURATE PREDICTION OF WEATHER CONDITIONS WITHIN 6 HOURS TO DRIVE MARKET 98 8.3 SHORT-RANGE 99 8.3.1 GROWING USE IN FISHERIES AND TRANSPORTATION TO BOOST DEMAND FOR SHORT-RANGE FORECASTING 99 8.4 MEDIUM-RANGE 99 8.4.1 REQUIREMENT FOR MEDIUM-RANGE FORECAST IN AGRICULTURAL INDUSTRY TO DRIVE MARKET 99 8.5 EXTENDED-RANGE 100 8.5.1 GROWING DEMAND FROM RESOURCE MANAGEMENT AND CITY PLANNING SECTORS TO DRIVE MARKET 100 8.6 LONG-RANGE 100 8.6.1 INCREASING DEMAND FROM WEATHER-SENSITIVE INDUSTRIES TO DRIVE MARKET 100 9 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE 101 9.1 INTRODUCTION 102 FIGURE 31 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 102 TABLE 23 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 102 TABLE 24 WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 102 9.2 LARGE ENTERPRISES 103 9.2.1 INCREASING DEPENDENCE OF LARGE ENTERPRISES ON WEATHER FORECASTING SERVICES TO IMPROVE BUSINESS DECISIONS TO DRIVE MARKET 103 9.3 SMALL & MEDIUM-SIZED ENTERPRISES 104 9.3.1 GROWING NEED FOR WEATHER FORECASTING IN SMALL & MEDIUM-SIZED ENTERPRISES TO ENSURE RISK MANAGEMENT TO DRIVE MARKET 104 10 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE 105 10.1 INTRODUCTION 106 FIGURE 32 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 106 TABLE 25 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 106 TABLE 26 WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 107 10.2 SAFETY 107 10.2.1 GROWING FOCUS ON WEATHER SAFETY TO ELIMINATE FATALITY RISKS AT MANUFACTURING SITES TO DRIVE MARKET 107 10.3 OPERATIONAL EFFICIENCY 108 10.3.1 RISING DEPENDENCE ON WEATHER FORECASTING FOR EFFICIENT DAY-TO-DAY PLANNING AND INFORMED DECISION-MAKING TO DRIVE MARKET 108 10.4 OTHERS 108 11 WEATHER DATA SERVICES MARKET 109 11.1 INTRODUCTION 109 11.2 DRIVERS AND OPPORTUNITIES FOR WEATHER DATA SERVICES MARKET 109 11.3 TECHNOLOGY ANALYSIS 110 11.3.1 INTEGRATION OF BIG DATA ANALYTICS IN WEATHER DATA 110 11.3.2 INCORPORATION OF WEATHER DATA INTO INTERNET OF THINGS (IOT) 110 11.3.3 CLOUD COMPUTING IN WEATHER DATA 110 11.3.4 HIGH-PERFORMANCE COMPUTING FOR WEATHER DATA 110 11.4 USE CASES IN WEATHER DATA SERVICES MARKET 111 11.4.1 PRECISION AGRICULTURE USES CLIMACELL WEATHER DATA 111 11.4.2 UBER USES CLIMACELL WEATHER DATA FOR WEATHER-RELATED INSIGHTS 111 11.5 WEATHER DATA SERVICES MARKET, BY DATA TYPE 111 11.5.1 REAL-TIME DATA 111 11.5.2 FORECAST DATA 112 11.5.3 HISTORICAL DATA 112 11.6 WEATHER DATA SERVICE PROVIDERS 112 11.6.1 OPENWEATHERMAP 112 TABLE 27 PRICING ANALYSIS OF OPENWEATHERMAP 112 11.6.2 ACCUWEATHER, INC. 112 11.6.3 TOMORROW.IO 112 11.6.4 UNDERSTORY 113 11.6.5 METEOMATICS 113 11.6.6 WEATHER UNDERGROUND 113 11.6.7 WEATHERSTACK 113 11.7 MNM VIEW ON WEATHER DATA SERVICES MARKET 113 12 DIRECT-TO-CONSUMER WEATHER FORECASTING SERVICES MARKET 114 12.1 INTRODUCTION 114 12.1.1 MARINE 114 12.1.1.1 Need to plan route and prevent accidents to drive demand 114 TABLE 28 KEY WEATHER FORECASTING SERVICE PROVIDERS: MARINE 115 12.1.2 PRIVATE AIRCRAFT OWNERS 115 12.1.2.1 Need to ensure flight crew safety to drive demand 115 TABLE 29 KEY WEATHER FORECASTING SERVICE PROVIDERS: PRIVATE AIRCRAFT OWNERS 116 12.1.3 FARMERS 117 12.1.3.1 Need to mitigate farming risks to drive demand 117 TABLE 30 KEY WEATHER FORECASTING SERVICE PROVIDERS: FARMERS 117 12.1.4 GENERAL CONSUMERS 118 TABLE 31 WEATHER FORECASTING SERVICE PROVIDERS: GENERAL CONSUMERS 118 12.2 MEDIUM USED TO PROVIDE DIRECT-TO-CONSUMER WEATHER FORECASTING SERVICES 119 12.2.1 MEDIA 119 12.2.2 WEB-BASED 119 12.2.3 APPLICATION-BASED 120 12.3 REVENUE STREAMS IN DIRECT-TO-CONSUMER WEATHER FORECASTING SERVICES MARKET 121 12.3.1 SUBSCRIPTION-BASED 121 TABLE 32 MONTHLY AND ANNUAL SUBSCRIPTION MODEL 121 12.3.2 PAY-PER-USE 122 12.3.3 AD-BASED 122 12.4 WEATHER FORECASTING SERVICE PROVIDERS 123 TABLE 33 WEATHER FORECASTING SERVICE PROVIDERS 123 12.5 KEY DEVELOPMENTS 129 TABLE 34 KEY DEVELOPMENTS BY LEADING PLAYERS IN DIRECT-TO-CONSUMER WEATHER FORECASTING SERVICES MARKET, 2020–2023 129 13 WEATHER FORECASTING SERVICES MARKET, BY REGION 131 13.1 INTRODUCTION 132 13.2 REGIONAL RECESSION IMPACT ANALYSIS 132 FIGURE 33 NORTH AMERICA ESTIMATED TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 134 TABLE 35 WEATHER FORECASTING SERVICES MARKET, BY REGION, 2020–2022 (USD MILLION) 135 TABLE 36 WEATHER FORECASTING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 135 13.3 NORTH AMERICA 135 13.3.1 NORTH AMERICA: PESTLE ANALYSIS 136 FIGURE 34 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 137 TABLE 37 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 138 TABLE 38 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 138 TABLE 39 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 138 TABLE 40 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 139 TABLE 41 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 139 TABLE 42 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 139 TABLE 43 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 140 TABLE 44 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 140 TABLE 45 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 140 TABLE 46 NORTH AMERICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 140 13.3.2 US 141 13.3.2.1 Implementation of high-performance systems by US weather forecasting service companies to drive market 141 TABLE 47 US: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 141 TABLE 48 US: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 142 TABLE 49 US: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 142 TABLE 50 US: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 142 13.3.3 CANADA 143 13.3.3.1 Presence of leading players and developments undertaken by them to drive market 143 TABLE 51 CANADA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 143 TABLE 52 CANADA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 144 TABLE 53 CANADA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 144 TABLE 54 CANADA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 144 13.4 EUROPE 145 13.4.1 EUROPE: PESTLE ANALYSIS 145 FIGURE 35 EUROPE: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 146 TABLE 55 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 147 TABLE 56 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 147 TABLE 57 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 148 TABLE 58 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 148 TABLE 59 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 149 TABLE 60 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 149 TABLE 61 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 149 TABLE 62 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 150 TABLE 63 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 150 TABLE 64 EUROPE: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 150 13.4.2 UK 151 13.4.2.1 Development of next-generation weather forecasting models to drive market 151 TABLE 65 UK: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 151 TABLE 66 UK: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 152 TABLE 67 UK: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 152 TABLE 68 UK: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 152 13.4.3 GERMANY 153 13.4.3.1 Development of forecasting solutions to enhance power generation from renewable sources to drive market 153 TABLE 69 GERMANY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 153 TABLE 70 GERMANY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 154 TABLE 71 GERMANY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 154 TABLE 72 GERMANY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 154 13.4.4 FRANCE 155 13.4.4.1 Increasing investments in advanced weather forecasting service technologies to drive market 155 TABLE 73 FRANCE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 155 TABLE 74 FRANCE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 156 TABLE 75 FRANCE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 156 TABLE 76 FRANCE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 156 13.4.5 ITALY 157 13.4.5.1 Development of advanced weather prediction technologies to drive market 157 TABLE 77 ITALY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 157 TABLE 78 ITALY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 158 TABLE 79 ITALY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 158 TABLE 80 ITALY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 158 13.4.6 RUSSIA 159 13.4.6.1 Expanding meteorology techniques with hydrometeorology to drive market 159 TABLE 81 RUSSIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 159 TABLE 82 RUSSIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 160 TABLE 83 RUSSIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 160 TABLE 84 RUSSIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 160 13.4.7 REST OF EUROPE 161 TABLE 85 REST OF EUROPE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 161 TABLE 86 REST OF EUROPE: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 162 TABLE 87 REST OF EUROPE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 162 TABLE 88 REST OF EUROPE: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 162 13.5 ASIA PACIFIC 163 13.5.1 ASIA PACIFIC: PESTLE ANALYSIS 163 FIGURE 36 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 165 TABLE 89 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 165 TABLE 90 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 166 TABLE 91 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 166 TABLE 92 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 167 TABLE 93 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 167 TABLE 94 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 167 TABLE 95 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 168 TABLE 96 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 168 TABLE 97 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 168 TABLE 98 ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 168 13.5.2 CHINA 169 13.5.2.1 Advancements in conventional weather forecasting methods to drive market 169 TABLE 99 CHINA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 169 TABLE 100 CHINA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 170 TABLE 101 CHINA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 170 TABLE 102 CHINA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 170 13.5.3 JAPAN 171 13.5.3.1 Rising use of advanced weather forecasting services across industries to drive market 171 TABLE 103 JAPAN: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 171 TABLE 104 JAPAN: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 172 TABLE 105 JAPAN: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 172 TABLE 106 JAPAN: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 172 13.5.4 INDIA 173 13.5.4.1 Increased applications of weather forecasting services in agriculture sector to drive market 173 TABLE 107 INDIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 173 TABLE 108 INDIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 174 TABLE 109 INDIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 174 TABLE 110 INDIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 174 13.5.5 AUSTRALIA 175 13.5.5.1 Growing efforts to improve numerical weather prediction and next-generation satellites to drive market 175 TABLE 111 AUSTRALIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 175 TABLE 112 AUSTRALIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 176 TABLE 113 AUSTRALIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 176 TABLE 114 AUSTRALIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 176 13.5.6 SOUTH KOREA 177 13.5.6.1 Increasing number of weather observation stations reporting to global telecommunication networks to boost market 177 TABLE 115 SOUTH KOREA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 177 TABLE 116 SOUTH KOREA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 178 TABLE 117 SOUTH KOREA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 178 TABLE 118 SOUTH KOREA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 178 13.5.7 REST OF ASIA PACIFIC 179 TABLE 119 REST OF ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 179 TABLE 120 REST OF ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 180 TABLE 121 REST OF ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 180 TABLE 122 REST OF ASIA PACIFIC: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 180 13.6 MIDDLE EAST & AFRICA 181 13.6.1 MIDDLE EAST & AFRICA: PESTLE ANALYSIS 181 FIGURE 37 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 183 TABLE 123 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 184 TABLE 124 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 184 TABLE 125 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 184 TABLE 126 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 185 TABLE 127 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 185 TABLE 128 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 185 TABLE 129 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 186 TABLE 130 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 186 TABLE 131 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 186 TABLE 132 MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 187 13.6.2 SAUDI ARABIA 187 13.6.2.1 Development of advanced weather research and forecasting (WRF) modeling system to drive market 187 TABLE 133 SAUDI ARABIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 187 TABLE 134 SAUDI ARABIA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 188 TABLE 135 SAUDI ARABIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 188 TABLE 136 SAUDI ARABIA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 188 13.6.3 ISRAEL 189 13.6.3.1 Incorporation of latest technologies in weather forecasting models to drive market 189 TABLE 137 ISRAEL: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 189 TABLE 138 ISRAEL: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 190 TABLE 139 ISRAEL: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 190 TABLE 140 ISRAEL: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 190 13.6.4 TURKEY 191 13.6.4.1 Increasing demand from marine, renewables, and oil & gas companies to drive market 191 TABLE 141 TURKEY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 191 TABLE 142 TURKEY: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 192 TABLE 143 TURKEY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 192 TABLE 144 TURKEY: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 192 13.6.5 SOUTH AFRICA 193 13.6.5.1 Increasing use of weather forecasting services across industries to boost market 193 TABLE 145 SOUTH AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 193 TABLE 146 SOUTH AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 194 TABLE 147 SOUTH AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 194 TABLE 148 SOUTH AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 194 13.6.6 REST OF MIDDLE EAST & AFRICA 195 TABLE 149 REST OF MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 195 TABLE 150 REST OF MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 196 TABLE 151 REST OF MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 196 TABLE 152 REST OF MIDDLE EAST & AFRICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 196 13.7 LATIN AMERICA 197 13.7.1 LATIN AMERICA: PESTLE ANALYSIS 197 FIGURE 38 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET SNAPSHOT 198 TABLE 153 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2020–2022 (USD MILLION) 199 TABLE 154 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 199 TABLE 155 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 199 TABLE 156 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 200 TABLE 157 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 200 TABLE 158 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 200 TABLE 159 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2020–2022 (USD MILLION) 201 TABLE 160 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY FORECAST TYPE, 2023–2028 (USD MILLION) 201 TABLE 161 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2020–2022 (USD MILLION) 201 TABLE 162 LATIN AMERICA: WEATHER FORECASTING SERVICES MARKET, BY ORGANIZATION SIZE, 2023–2028 (USD MILLION) 201 13.7.2 BRAZIL 202 13.7.2.1 Increasing investments in forecasting infrastructure to drive market 202 TABLE 163 BRAZIL: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 202 TABLE 164 BRAZIL: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 203 TABLE 165 BRAZIL: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 203 TABLE 166 BRAZIL: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 203 13.7.3 MEXICO 204 13.7.3.1 Growing focus on strengthening forecasting capabilities to mitigate effects of natural disasters to drive market 204 TABLE 167 MEXICO: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2020–2022 (USD MILLION) 204 TABLE 168 MEXICO: WEATHER FORECASTING SERVICES MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 205 TABLE 169 MEXICO: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2020–2022 (USD MILLION) 205 TABLE 170 MEXICO: WEATHER FORECASTING SERVICES MARKET, BY PURPOSE, 2023–2028 (USD MILLION) 205 14 COMPETITIVE LANDSCAPE 206 14.1 INTRODUCTION 206 14.2 STRATEGIES ADOPTED BY KEY PLAYERS 206 TABLE 171 STRATEGIES ADOPTED BY KEY PLAYERS IN WEATHER FORECASTING SERVICES MARKET, 2019–2023 206 14.3 RANKING ANALYSIS OF KEY PLAYERS 208 FIGURE 39 MARKET RANKING OF KEY PLAYERS, 2022 208 14.4 REVENUE ANALYSIS OF TOP 5 MARKET PLAYERS, 2019–2022 208 FIGURE 40 REVENUE ANALYSIS OF TOP 5 MARKET PLAYERS, 2019–2022 208 14.5 MARKET SHARE ANALYSIS OF KEY PLAYERS, 2022 209 TABLE 172 WEATHER FORECASTING SERVICES MARKET: DEGREE OF COMPETITION 209 14.6 MARKET SHARE OF KEY PLAYERS, 2022 209 FIGURE 41 MARKETS SHARE ANALYSIS, 2022 209 14.7 COMPANY EVALUATION MATRIX 211 14.7.1 STARS 211 14.7.2 EMERGING LEADERS 211 14.7.3 PERVASIVE PLAYERS 211 14.7.4 PARTICIPANTS 211 FIGURE 42 COMPANY EVALUATION MATRIX, 2022 212 14.8 COMPANY BENCHMARKING 213 TABLE 173 COMPANY BENCHMARKING OF KEY PLAYERS AND OTHER PLAYERS 213 TABLE 174 WEATHER FORECASTING SERVICES MARKET: DETAILED LIST OF KEY STARTUP/SMES 214 14.9 START-UP/SME EVALUATION MATRIX 214 14.9.1 PROGRESSIVE COMPANIES 214 14.9.2 RESPONSIVE COMPANIES 214 14.9.3 STARTING BLOCKS 214 14.9.4 DYNAMIC COMPANIES 214 FIGURE 43 START-UP/SME EVALUATION MATRIX, 2022 215 14.10 COMPETITIVE SCENARIO 215 14.10.1 MARKET EVALUATION FRAMEWORK 215 14.10.2 PRODUCT LAUNCHES 216 TABLE 175 PRODUCT LAUNCHES, AUGUST 2019–JUNE 2023 216 14.10.3 DEALS 219 TABLE 176 DEALS, APRIL 2020–MAY 2023 219
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