交通センサー市場

出版:MarketsandMarkets(マーケッツアンドマーケッツ) 出版年月:2021年12月

交通センサー市場: タイプ(誘導ループ、圧電センサー、曲げ板、イメージセンサー、赤外線センサー、レーダーセンサー、LiDARセンサー、磁気センサー、音響センサー、熱センサー)、技術、用途、地域別 – 2026年までの世界予測

Traffic Sensor Market by Type (Inductive Loop, Piezoelectric Sensor, Bending Plate, Image Sensor, Infrared Sensor, Radar Sensor, LiDAR Sensor, Magnetic Sensor, Acoustic Sensor, Thermal Sensor), Technology, Application, and Region – Global Forecast to 2026

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種別 英文調査報告書
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The traffic sensor market is estimated to be valued at USD 566 million in 2021 and reach USD 809 million by 2026, at a CAGR of 7.4% between 2021 and 2026. The growing need for real-time information system, and government initiative to upgrade transport infrastructure are the key factors driving the growth of the market. Likewise, growth in cycling infrastructure leading to higher adoption of bicycle counting sensors in traffic sensor market is expected to create lucrative opportunities for the players in the traffic sensor market. However, high cost and fulfilment of fundamental requirements for the installation of non-intrusive sensors are expected to restraint market growth.
Imaging sensor will have the highest growth in coming years
Image sensor is expected to account the largest share of the overall traffic sensor market by 2026. By image sensor the images are seen from the cameras located beside or upon the road. Moreover, the images seen from the camera located in the vehicle can be used for detection of the car behind it, measuring the distance of the following vehicle from it, detection of obstacle, and detection of lane. This traffic image sensor can be built into a traffic signal controller because of its compact size. Image sensor offers high sensitivity even in poor light conditions also, this image sensor possesses high speed imaging capabilities which offers better daytime imaging performance.
2D segment is expected to hold the largest share in 2026
Despite the numerous benefits of 3D sensor technology for quality traffic monitoring applications, many traffic control authorities continue to rely solely on 2D sensor for quality control processes. While useful in a limited number of scenarios, 2D sensor is limited in its ability to achieve 100% quality control, which is considered a major concern, especially in case of multilane and heavy urban traffic congestions, where near to 100% quality control is a major preference. Due to these reasons, although the 2D sensor will continue to dominate the traffic sensor market.
APAC is attributed to grow at the highest CAGR in overall traffic sensor market during the forecast period (2021-2026)
APAC is expected to grow at the highest CAGR in the overall traffic sensor market. The fastest growth of the APAC traffic sensor market is expected to be driven by the increasing number of mega cities and growing population in developed and developing countries.
The break-up of primary participants for the report has been shown below:
• By Company Type: Tier 1 – 30%, Tier 2 – 45%, and Tier 3 – 25%
• By Designation: C-level Executives – 35%, Director Level – 45%, and Others – 20%
• By Region: North America – 50%, Europe – 30%, APAC – 10%, and RoW – 10%
Traffic sensor market was dominated by EFKON (Austria), Siemens (US), International Road Dynamics (Canada), Kapsch TrafficCom (Austria), and Q-Free ASA (Norway).
Research Coverage:
This research report categorizes taffic sensor market by sensor type, by technology, by application, and by region. The report describes the major drivers, restraints, challenges, and opportunities pertaining to the traffic sensor market and forecasts the same till 2026.
Key Benefits of Buying the Report
The report would help leaders/new entrants in this market in the following ways:
1. This report segments the traffic sensor market comprehensively and provides the closest market size projection for all subsegments across different regions.
2. The report helps stakeholders understand the pulse of the market and provides them with information on key drivers, restraints, challenges, and opportunities for market growth.
3. This report would help stakeholders understand their competitors better and gain more insights to improve their position in the business. The competitive landscape section includes product launches and developments, collaborations and acquisitions.
4. This report would help understand the pre and post-COVID-19 scenarios as to how would the penetration of traffic sensor will look like for the forecast period. The region segment includes the country wise impact analysis of COVID-19 and initiatives taken to overcome these impacts


目次

1 INTRODUCTION 28
1.1 STUDY OBJECTIVES 28
1.2 MARKET DEFINITION 28
1.2.1 INCLUSIONS AND EXCLUSIONS 29
1.3 STUDY SCOPE 29
1.3.1 MARKETS COVERED 29
FIGURE 1 MARKET SEGMENTATION 29
1.3.2 GEOGRAPHIC SCOPE 30
1.3.3 YEARS CONSIDERED 30
1.4 CURRENCY 30
1.5 LIMITATIONS 31
1.6 STAKEHOLDERS 31
1.7 SUMMARY OF CHANGES 31
2 RESEARCH METHODOLOGY 33
2.1 RESEARCH DATA 33
FIGURE 2 TRAFFIC SENSOR MARKET: RESEARCH DESIGN 34
2.1.1 SECONDARY DATA 35
2.1.1.1 Major secondary sources 35
2.1.1.2 Key data from secondary sources 36
2.1.2 PRIMARY DATA 36
2.1.2.1 Primary interviews with experts 37
2.1.2.2 Key data from primary sources 37
2.1.2.3 Key industry insights 38
2.1.2.4 Breakdown of primaries 38
2.1.3 SECONDARY AND PRIMARY RESEARCH 39
2.2 MARKET SIZE ESTIMATION 39
FIGURE 3 RESEARCH FLOW OF MARKET SIZE ESTIMATION 40
2.2.1 BOTTOM-UP APPROACH 40
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): REVENUE FROM SALES OF TRAFFIC SENSOR PRODUCTS AND SOLUTIONS 40
2.2.1.1 Approach for capturing market size by bottom-up analysis
(demand side) 41
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 41
2.2.2 TOP-DOWN APPROACH 42
FIGURE 6 TOP-DOWN APPROACH 42
2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 43
FIGURE 7 DATA TRIANGULATION 43

2.4 RESEARCH ASSUMPTIONS 44
2.5 RISK ASSESSMENT 44
TABLE 1 RISK FACTOR ANALYSIS 44
2.6 FORECASTING ASSUMPTIONS 45
2.7 COMPETITIVE LEADERSHIP MAPPING METHODOLOGY 45
TABLE 2 EVALUATION CRITERIA 46
2.7.1 VENDOR INCLUSION CRITERIA 46
2.8 STUDY LIMITATIONS 46
3 EXECUTIVE SUMMARY 47
FIGURE 8 TRAFFIC SENSOR MARKET, BY TYPE, 2021 VS. 2026 48
FIGURE 1 TRAFFIC SENSOR MARKET, BY APPLICATION, 2021 VS. 2026 48
FIGURE 2 APAC TO EXHIBIT HIGHEST CAGR IN TRAFFIC SENSOR MARKET DURING FORECAST PERIOD 49
3.1 IMPACT ANALYSIS OF COVID-19 ON TRAFFIC SENSOR MARKET 50
FIGURE 3 TRAFFIC SENSOR MARKET SIZE IN PRE-COVID-19 AND POST-COVID-19 SCENARIOS 50
3.1.1 PRE-COVID-19 SCENARIO 50
3.1.2 POST-COVID-19 SCENARIO 50
4 PREMIUM INSIGHTS 51
4.1 ATTRACTIVE OPPORTUNITIES IN TRAFFIC SENSOR MARKET 51
FIGURE 4 INCREASED FOCUS ON PROMOTING ROAD SAFETY AWARENESS WITH RAPID URBANIZATION AND GROWING POPULATION FUEL MARKET GROWTH 51
4.2 TRAFFIC SENSOR MARKET, BY TECHNOLOGY 51
FIGURE 5 2D TRAFFIC SENSOR TECHNOLOGY TO HOLD LARGEST MARKET SHARE IN 2021 51
4.3 TRAFFIC SENSOR MARKET IN NORTH AMERICA, BY SENSOR TYPE AND COUNTRY 52
FIGURE 6 IMAGE SENSORS AND US TO CAPTURE LARGEST SHARE OF NORTH AMERICAN TRAFFIC SENSOR MARKET IN 2021 52
4.4 TRAFFIC SENSOR MARKET, BY SENSOR TYPE 53
FIGURE 7 IMAGE SENSORS TO CAPTURE LARGEST SHARE OF TRAFFIC SENSOR MARKET DURING FORECAST PERIOD 53
4.5 TRAFFIC SENSOR MARKET, BY KEY COUNTRY 53
FIGURE 8 US TO HOLD LARGEST SHARE OF TRAFFIC SENSOR MARKET IN 2021 53
5 MARKET OVERVIEW 54
5.1 INTRODUCTION 54
5.2 MARKET DYNAMICS 55
FIGURE 9 TRAFFIC SENSOR MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES,
AND CHALLENGES 55
5.2.1 DRIVERS 56
FIGURE 10 IMPACT OF DRIVERS ON TRAFFIC SENSOR MARKET 56
5.2.1.1 Increased focus on promoting road safety awareness with rapid urbanization and growing population 56
FIGURE 11 INCREASE IN GLOBAL TRAFFIC CONGESTION LEVEL WITH GROWING URBAN POPULATION FROM 2015 TO 2020 57
5.2.1.2 Strong focus of governments worldwide on building extensive and efficient transport infrastructure 58
5.2.1.3 Increased investments in building smart cities 58
TABLE 3 TOP 15 SMART CITIES IN WORLD, 2020 VS. 2021 59
TABLE 4 SMART CITY INITIATIVES AND INVESTMENTS 60
5.2.1.4 Urgent need to deploy real-time information systems in transport infrastructure 61
5.2.2 RESTRAINTS 62
FIGURE 12 IMPACT OF RESTRAINTS ON TRAFFIC SENSOR MARKET 62
5.2.2.1 High installation cost and indispensable prerequisites of non-intrusive sensors 62
5.2.2.2 Deterioration of road pavements and traffic disruptions during installation and maintenance of traffic sensors 63
5.2.3 OPPORTUNITIES 64
FIGURE 13 IMPACT OF OPPORTUNITIES ON THE TRAFFIC SENSOR MARKET 64
5.2.3.1 Growing importance of cycling infrastructure leading to higher adoption of bicycle counting sensors 64
FIGURE 14 PATENTS FOR BICYCLE COUNTER SENSORS BETWEEN 2010 AND 2020 65
5.2.3.2 Increasing focus on integrating ITS with loT and AI technologies 65
5.2.3.3 Rising adoption of electric and autonomous vehicles as new modes of transportation 66
5.2.4 CHALLENGES 67
FIGURE 15 IMPACT OF CHALLENGES ON TRAFFIC SENSOR MARKET 67
5.2.4.1 High amount of noise in raw and unfiltered floating cellular data 68
5.2.4.2 Challenges associated with data fusion due to deployment of multiple sensors 68
5.3 VALUE CHAIN ANALYSIS 69
FIGURE 16 VALUE CHAIN ANALYSIS OF TRAFFIC SENSORS ECOSYSTEM: MANUFACTURING, ASSEMBLY, AND SYSTEM INTEGRATION PHASES CONTRIBUTE MOST VALUE 69
5.3.1 PLANNING AND REVISING FUNDS 69
5.3.2 RESEARCH AND DEVELOPMENT 70
5.3.3 MANUFACTURING AND ASSEMBLY & SYSTEM INTEGRATION 70
5.3.4 DISTRIBUTION AND AFTER-SALES SERVICES 70
5.4 ECOSYSTEM 71
FIGURE 17 TRAFFIC SENSORS ECOSYSTEM 71
TABLE 5 LIST OF COMPANIES AND THEIR ROLE IN TRAFFIC SENSORS ECOSYSTEM 72
5.5 TRENDS IMPACTING CUSTOMERS’ BUSINESS 73
FIGURE 18 REVENUE SHIFT IN TRAFFIC SENSOR MARKET 73

5.6 CASE STUDIES 73
5.6.1 EFKON IS WORKING WITH VARANASI SMART CITY LIMITED (INDIA) TO DEVELOP VARANASI SMART CITY INFORMATION AND COMMUNICATION TECHNOLOGY (ICT) SOLUTIONS 73
5.6.2 SMATS TRAFFIC SOLUTIONS (CANADA) OFFERS REAL-TIME QUEUE MONITORING AND SIGNAL TIMING SOLUTIONS FOR FLORIDA DEPARTMENT OF TRANSPORTATION (FDOT) BY UTILISING VEHICLE-TO-NETWORK (V2N) COMMUNICATION 74
5.6.3 AGD SYSTEMS (UK) OFFERS COMBINATION OF PEDESTRIAN DETECTOR SENSORS TO MANAGE TRAFFIC IN NEW SOUTH WALES, AUSTRALIA 75
5.6.4 SWARCO (AUSTRIA) COLLABORATED WITH ADG SYSTEMS (UK) TO DEVELOP ADVANCED WARNING SYSTEM FOR SAFETY OF CYCLISTS ON BEDFORDSHIRE’S COUNTRY LANES IN UK 76
5.6.5 KAPSCH TRAFFICCOM (AUSTRIA) UPGRADED TOLL COLLECTION EQUIPMENT ON MARYLAND ROADS IN US 76
5.7 PORTER’S FIVE FORCES ANALYSIS 77
FIGURE 19 PORTER’S FIVE FORCES ANALYSIS 77
TABLE 6 TRAFFIC SENSOR MARKET: PORTER’S FIVE FORCES ANALYSIS 78
5.7.1 THREAT OF NEW ENTRANTS 78
5.7.2 THREAT OF SUBSTITUTES 78
5.7.3 BARGAINING POWER OF BUYERS 78
5.7.4 BARGAINING POWER OF SUPPLIERS 79
5.7.5 INTENSITY OF COMPETITIVE RIVALRY 79
5.8 TECHNOLOGY TRENDS 79
5.8.1 KEY TECHNOLOGY 79
5.8.1.1 Advent of vehicle-to-everything (V2X) technology owing to its benefits and features 79
TABLE 7 V2X COMMUNICATION TECHNOLOGY 80
5.8.1.2 Rapid development of smart imaging sensors and powerful image processors 81
FIGURE 20 PATENTS FOR TRAFFIC IMAGE SENSORS BETWEEN 2010 AND 2020 83
5.8.2 COMPLEMENTARY TECHNOLOGY 83
5.8.2.1 Growing advancement in AI, IoT, and big data analytics 83
5.8.2.2 Edge computing and advent of 5G technology 84
5.9 TRADE ANALYSIS 84
5.9.1 IMPORT SCENARIO 84
5.9.1.1 Import scenario for traffic sensor market 84
TABLE 8 ELECTRIC SIGNAL, SAFETY & TRAFFIC CONTROLLER PARTS (INCLUDING TRAFFIC SENSORS) IMPORTS, BY KEY COUNTRY, 2011–2020 (USD MILLION) 85
FIGURE 21 IMPORT DATA FOR ELECTRIC SIGNAL, SAFETY & TRAFFIC CONTROLLER PARTS (INCLUDING TRAFFIC SENSORS) IN MARKET FOR TOP FIVE COUNTRIES, 2016–2020 (USD MILLION) 85

5.9.2 EXPORT SCENARIO 86
5.9.2.1 Export scenario for traffic sensor market 86
TABLE 9 ELECTRIC SIGNAL, SAFETY & TRAFFIC CONTROLLER PARTS (INCLUDING TRAFFIC SENSORS) EXPORTS, BY KEY COUNTRY, 2011–2020 (USD MILLION) 86
FIGURE 22 EXPORT DATA FOR ELECTRIC SIGNAL, SAFETY & TRAFFIC CONTROLLER PARTS (INCLUDING TRAFFIC SENSORS) IN MARKET FOR TOP FIVE COUNTRIES, 2016–2020 (USD MILLION) 87
5.10 PATENT ANALYSIS 87
TABLE 10 TOP 10 PATENT OWNERS IN LAST 10 YEARS (2011–2020) 87
TABLE 11 PATENTS FILED FOR VARIOUS TYPES OF TRAFFIC SENSORS, 2020 88
FIGURE 23 TRAFFIC SENSOR PATENTS GRANTED BETWEEN 2011 AND 2020 91
FIGURE 24 TOP 10 COMPANIES WITH LARGEST NUMBER OF PATENT APPLICATIONS, 2011–2020 91
5.11 TARIFFS AND REGULATIONS 92
5.11.1 TARIFFS 92
TABLE 12 WORLD IMPORT TARIFFS FOR ELECTRIC SIGNAL, SAFETY & TRAFFIC CONTROLLER PARTS (SIMPLE AVERAGE) VIEW DATA SAVE IMAGE SHARE,
BY KEY COUNTRY 92
5.11.1.1 Positive impact of tariffs on traffic sensors ecosystem 93
5.11.1.2 Negative impact of tariffs on traffic sensors ecosystem 93
5.11.2 REGULATIONS AND STANDARDS 93
FIGURE 25 VARIOUS STANDARDS FOR TRAFFIC SENSORS 93
5.11.2.1 ISO standards 93
5.11.2.1.1 ISO 17386:2010 93
5.11.2.1.2 ISO/TS 15624:2001 93
5.11.2.1.3 ISO/IEC 30128:2014 94
5.11.2.1.4 ISO 15638-21:2018 94
5.11.2.2 Federal Communication Commission (FCC) Regulations 94
5.11.2.3 Regulations for different regions 95
TABLE 13 REGULATIONS FOR DIFFERENT REGIONS 95
5.12 AVERAGE SELLING PRICE 96
TABLE 14 AVERAGE SELLING PRICE OF TRAFFIC SENSOR, BY TYPE (USD) 96
FIGURE 26 ASP TREND FOR TRAFFIC SENSORS BETWEEN 2018 AND 2026 97
FIGURE 27 ASP TREND FOR BENDING PLATE SENSORS FROM 2018 TO 2026 97
6 TRAFFIC SENSOR MARKET, BY SENSOR TYPE 98
6.1 INTRODUCTION 99
FIGURE 28 TRAFFIC SENSOR MARKET, BY SENSOR TYPE 99
TABLE 15 TRAFFIC SENSOR MARKET, BY SENSOR TYPE, 2018–2020 (MILLION UNITS) 99
TABLE 16 TRAFFIC SENSOR MARKET, BY SENSOR TYPE, 2021–2026 (MILLION UNITS) 100
FIGURE 29 IMAGE SENSORS TO HOLD LARGEST SIZE OF TRAFFIC SENSOR MARKET
IN 2026 100
TABLE 17 TRAFFIC SENSOR MARKET, BY SENSOR TYPE, 2018–2020 (USD MILLION) 101
TABLE 18 TRAFFIC SENSOR MARKET, BY SENSOR TYPE, 2021–2026 (USD MILLION) 101
6.2 PIEZOELECTRIC SENSORS 102
6.2.1 PIEZOELECTRIC SENSORS ARE USED FOR MEASURING GENERATED ELECTRIC CHARGE OR ANY MECHANICAL DEFORMATION 102
FIGURE 30 PIEZOELECTRIC TRAFFIC SENSOR MARKET, BY SENSOR TYPE 102
TABLE 19 TRAFFIC SENSOR MARKET FOR PIEZOELECTRIC SENSORS, BY REGION, 2018–2020 (USD MILLION) 103
TABLE 20 TRAFFIC SENSOR MARKET FOR PIEZOELECTRIC SENSORS, BY REGION, 2021–2026 (USD MILLION) 103
TABLE 21 TRAFFIC SENSOR MARKET FOR PIEZOELECTRIC SENSORS, BY TYPE,
2018–2020 (USD MILLION) 103
TABLE 22 TRAFFIC SENSOR MARKET FOR PIEZOELECTRIC SENSORS, BY TYPE,
2021–2026 (USD MILLION) 104
6.2.2 CERAMIC 104
6.2.2.1 Ceramic piezoelectric sensors offer fast response and highly accurate operation resonance in real time 104
6.2.3 QUARTZ 104
6.2.3.1 Quartz piezoelectric sensors are used to minimize effort to install sensors across highways 104
6.3 BENDING PLATE SENSORS 105
6.3.1 BENDING PLATE SENSORS ARE WIDELY USED IN WIM APPLICATIONS 105
TABLE 23 TRAFFIC SENSOR MARKET FOR BENDING PLATE SENSORS, BY REGION, 2018–2020 (USD MILLION) 105
TABLE 24 TRAFFIC SENSOR MARKET FOR BENDING PLATE SENSORS, BY REGION, 2021–2026 (USD MILLION) 105
6.4 INDUCTIVE LOOP SENSORS 106
6.4.1 INDUCTIVE LOOP SENSORS ARE USED TO DETECT AND COUNT NUMBER
OF VEHICLES 106
TABLE 25 TRAFFIC SENSOR MARKET FOR INDUCTIVE LOOP SENSORS, BY REGION, 2018–2020 (USD MILLION) 106
TABLE 26 TRAFFIC SENSOR MARKET FOR INDUCTIVE LOOP SENSORS, BY REGION, 2021–2026 (USD MILLION) 106
6.5 MAGNETIC SENSORS 107
6.5.1 MAGNETIC SENSORS CAN BE USED AS CONTACTLESS DETECTION SENSORS 107
FIGURE 31 GLOBAL MARKET SIZE FOR AUTOMOTIVE MAGNETIC SENSORS,
2017 VS. 2030 107
TABLE 27 TRAFFIC SENSOR MARKET FOR MAGNETIC SENSORS, BY REGION,
2018–2020 (USD MILLION) 108
TABLE 28 TRAFFIC SENSOR MARKET FOR MAGNETIC SENSORS, BY REGION,
2021–2026 (USD MILLION) 108
6.6 ACOUSTIC SENSORS 108
6.6.1 ACOUSTIC SENSORS ARE HELPFUL IN MEASURING SOUND LEVELS 108
TABLE 29 TRAFFIC SENSOR MARKET FOR ACOUSTIC SENSORS, BY REGION,
2018–2020 (USD MILLION) 109
TABLE 30 TRAFFIC SENSOR MARKET FOR ACOUSTIC SENSORS, BY REGION,
2021–2026 (USD MILLION) 109

6.7 INFRARED SENSORS 109
6.7.1 INFRARED SENSORS ARE USEFUL IN IDENTIFYING VEHICLES AND ESTIMATING THEIR SPEED 109
TABLE 31 TRAFFIC SENSOR MARKET FOR INFRARED SENSORS, BY REGION,
2018–2020 (USD MILLION) 110
TABLE 32 TRAFFIC SENSOR MARKET FOR INFRARED SENSORS, BY REGION,
2021–2026 (USD MILLION) 110
6.8 IMAGE SENSORS 111
6.8.1 IMAGE SENSORS ARE USED TO DETECT PARKED AND MOVING VEHICLES 111
TABLE 33 TRAFFIC SENSOR MARKET FOR IMAGE SENSORS, BY REGION,
2018–2020 (USD MILLION) 111
TABLE 34 TRAFFIC SENSOR MARKET FOR IMAGE SENSORS, BY REGION,
2021–2026 (USD MILLION) 111
6.9 RADAR SENSORS 112
6.9.1 RADAR SENSORS ARE USED TO FIND VELOCITY AND ACCURATE POSITION OF DISTANT OBJECTS 112
TABLE 35 TRAFFIC SENSOR MARKET FOR RADAR SENSORS, BY REGION,
2018–2020 (USD MILLION) 112
TABLE 36 TRAFFIC SENSOR MARKET FOR RADAR SENSORS, BY REGION,
2021–2026 (USD MILLION) 113
6.10 LIDAR SENSORS 113
6.10.1 LIDAR SENSORS ARE UTILIZED TO ACHIEVE REAL-TIME INFORMATION ABOUT VEHICLE COUNT, TYPE, POSITION, DIRECTION, AND SPEED 113
TABLE 37 TRAFFIC SENSOR MARKET FOR LIDAR SENSORS, BY REGION,
2018–2020 (USD MILLION) 113
TABLE 38 TRAFFIC SENSOR MARKET FOR LIDAR SENSORS, BY REGION,
2021–2026 (USD MILLION) 114
6.11 THERMAL SENSORS 114
6.11.1 THERMAL SENSORS ARE USED WHEN THERE IS LACK OF LIGHT TO CAPTURE VEHICLE IMAGES 114
TABLE 39 TRAFFIC SENSOR MARKET FOR THERMAL SENSORS, BY REGION,
2018–2020 (USD MILLION) 115
TABLE 40 TRAFFIC SENSOR MARKET FOR THERMAL SENSORS, BY REGION,
2021–2026 (USD MILLION) 115
7 TRAFFIC SENSOR MARKET, BY TECHNOLOGY 116
7.1 INTRODUCTION 117
FIGURE 32 3D SENSOR TECHNOLOGY TO EXHIBIT HIGHEST CAGR IN TRAFFIC SENSOR MARKET DURING FORECAST PERIOD 117
TABLE 41 TRAFFIC SENSOR MARKET, BY TECHNOLOGY, 2018–2020 (USD MILLION) 118
TABLE 42 TRAFFIC SENSOR MARKET, BY TECHNOLOGY, 2021–2026 (USD MILLION) 118
7.2 2D SENSOR 119
7.2.1 PROMINENT PRESENCE OF VENDORS, SMALL FORM FACTOR, AND LOW INVESTMENT PROPEL MARKET GROWTH FOR 2D SENSORS 119

7.3 3D SENSOR 119
7.3.1 3D SENSORS CAN CAPTURE REAL-TIME DATA FOR EASY IDENTIFICATION OF VEHICLES, DATA ACQUISITION, POINT CLOUD CLASSIFICATION, AND 3D VISUALIZATION 119
7.4 GLOBAL SYSTEM FOR MOBILE COMMUNICATION (GSM) 120
7.4.1 GSM TECHNOLOGY MANAGES TRAFFIC BY COLLECTING LOCATION DATA, SPEED, DIRECTION OF TRAVEL, AND TIME INFORMATION FROM MOBILE PHONES IN MOVING VEHICLES 120
7.5 RADIOFREQUENCY IDENTIFICATION (RFID) 121
7.5.1 V2X COLLISION DETECTION SYSTEM UTILIZES RFID TECHNOLOGY TO DETECT VEHICLE PRESENCE ON ROAD INTERSECTIONS 121
8 TRAFFIC SENSOR MARKET, BY APPLICATION 122
8.1 INTRODUCTION 123
FIGURE 33 TRAFFIC SENSOR MARKET, BY APPLICATION 123
FIGURE 34 TRAFFIC MONITORING APPLICATION TO HOLD LARGEST SIZE OF TRAFFIC SENSOR MARKET BETWEEN 2021 AND 2026 123
TABLE 43 TRAFFIC SENSOR MARKET, BY APPLICATION, 2018–2020 (USD MILLION) 124
TABLE 44 TRAFFIC SENSOR MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 124
8.2 VEHICLE MEASUREMENT AND PROFILING 125
8.2.1 VEHICLE RECOGNITION, CLASSIFICATION, AND AXLE COUNTING ARE MAJOR APPLICATIONS OF TRAFFIC SENSORS 125
8.2.2 VEHICLE PROFILING 125
8.2.2.1 Vehicle profiling can be done through traffic sensors 125
8.2.3 AXLE COUNTING 125
8.2.3.1 Axle counter enables error-free detection and counting of vehicle axles in multi-lane roads and free-flowing traffic 125
TABLE 45 TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY REGION, 2018–2020 (USD MILLION) 125
TABLE 46 TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY REGION, 2021–2026 (USD MILLION) 126
TABLE 47 TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 126
TABLE 48 TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 126
8.3 WEIGH IN MOTION 127
8.3.1 TRAFFIC SENSORS PROVIDE ACCURATE DATA REGARDING GROSS WEIGHTS OF VEHICLES IN MOTION AND INDIVIDUAL AXLE LOADS WITHOUT DISTURBING TRAFFIC FLOW 127
FIGURE 35 TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION IN APAC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 127
TABLE 49 TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION, BY REGION, 2018–2020 (USD MILLION) 128
TABLE 50 TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION, BY REGION, 2021–2026 (USD MILLION) 128
TABLE 51 TRAFFIC SENSOR MARKET FOR WEIGHT IN MOTION APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 128
TABLE 52 TRAFFIC SENSOR MARKET FOR WEIGHT IN MOTION APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 129
8.3.2 WEIGHT ENFORCEMENT 129
8.3.2.1 Weight enforcement application ensures detection of overloaded vehicles in real time 129
8.3.3 WEIGHT-BASED TOLL COLLECTION 129
8.3.3.1 Weight-based toll collection systems present option to sanction loading limit violations or deny access to bridges roads 129
8.3.4 TRAFFIC DATA COLLECTION 129
8.3.4.1 Traffic data collection systems are used to get continuous, reliable, complete, and accurate traffic and weight-related data 129
8.4 TRAFFIC MONITORING 130
8.4.1 TRAFFIC MONITORING SYSTEMS ARE INTEGRATED WITH TRAFFIC SENSORS TO MONITOR ON-ROAD TRAFFIC IN REAL TIME 130
FIGURE 36 NORTH AMERICA TO HOLD LARGEST SIZE OF TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION THROUGHOUT FORECAST PERIOD 130
TABLE 53 TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION,
BY REGION, 2018–2020 (USD MILLION) 131
TABLE 54 TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION,
BY REGION, 2021–2026 (USD MILLION) 131
TABLE 55 TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 131
TABLE 56 TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 132
8.4.2 VEHICLE COUNTING 132
8.4.2.1 Vehicle counting systems are integrated with traffic sensors for continuous recording of vehicle counts 132
8.4.3 BICYCLE COUNTING 132
8.4.3.1 Bicycle counting systems record count of cyclists and pedestrians separately 132
8.4.4 VEHICLE MOTION TRACKING 132
8.4.4.1 Vehicle motion tracking systems are integrated with traffic sensors to detect vehicles with higher accuracy 132
8.5 AUTOMATED TOLLING (E-TOLL) 133
8.5.1 AUTOMATED TOLLING SOLUTIONS ARE DEPLOYED TO COLLECT TOLL
FEES AT FASTER RATE 133
TABLE 57 TRAFFIC SENSOR MARKET FOR AUTOMATED TOLLING APPLICATION,
BY REGION, 2018–2020 (USD MILLION) 133
TABLE 58 TRAFFIC SENSOR MARKET FOR AUTOMATED TOLLING APPLICATION,
BY REGION, 2021–2026 (USD MILLION) 134
9 GEOGRAPHIC ANALYSIS 135
9.1 INTRODUCTION 136
FIGURE 37 TRAFFIC SENSOR MARKET IN REST OF APAC TO GROW AT HIGHEST CAGR BETWEEN 2021 AND 2026 136
FIGURE 38 APAC TO EXHIBIT HIGHEST CAGR IN TRAFFIC SENSOR MARKET DURING FORECAST PERIOD 137

TABLE 59 TRAFFIC SENSOR MARKET, BY REGION, 2018–2020 (USD MILLION) 137
TABLE 60 TRAFFIC SENSOR MARKET, BY REGION, 2021–2026 (USD MILLION) 137
9.2 NORTH AMERICA 138
FIGURE 39 NORTH AMERICA: SNAPSHOT OF TRAFFIC SENSOR MARKET 139
TABLE 61 TRAFFIC SENSOR MARKET IN NORTH AMERICA, BY SENSOR TYPE,
2018–2020 (USD MILLION) 140
TABLE 62 TRAFFIC SENSOR MARKET IN NORTH AMERICA, BY SENSOR TYPE,
2021–2026 (USD MILLION) 140
TABLE 63 TRAFFIC SENSOR MARKET IN NORTH AMERICA, BY APPLICATION,
2018–2020 (USD MILLION) 141
TABLE 64 TRAFFIC SENSOR MARKET IN NORTH AMERICA, BY APPLICATION,
2021–2026 (USD MILLION) 141
TABLE 65 NORTH AMERICA: TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 142
TABLE 66 NORTH AMERICA: TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 142
TABLE 67 NORTH AMERICA: TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 142
TABLE 68 NORTH AMERICA: TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 142
TABLE 69 NORTH AMERICA: TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 143
TABLE 70 NORTH AMERICA: TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 143
TABLE 71 TRAFFIC SENSOR MARKET IN NORTH AMERICA, BY COUNTRY,
2018–2020 (USD MILLION) 143
TABLE 72 TRAFFIC SENSOR MARKET IN NORTH AMERICA, BY COUNTRY,
2021–2026 (USD MILLION) 144
9.2.1 US 144
9.2.1.1 US holds first rank in global traffic sensor market at present 144
9.2.2 CANADA 145
9.2.2.1 Government initiatives for development of smart cities and managing urban traffic congestion boost market growth in Canada 145
9.2.3 MEXICO 146
9.2.3.1 Strong inclination of country toward development and adoption of automated tolling systems to drive market growth in Mexico 146
9.3 EUROPE 147
FIGURE 40 EUROPE: SNAPSHOT OF TRAFFIC SENSOR MARKET 148
TABLE 73 TRAFFIC SENSOR MARKET IN EUROPE, BY SENSOR TYPE,
2018–2020 (USD MILLION) 149
TABLE 74 TRAFFIC SENSOR MARKET IN EUROPE, BY SENSOR TYPE,
2021–2026 (USD MILLION) 149
TABLE 75 TRAFFIC SENSOR MARKET IN EUROPE, BY APPLICATION,
2018–2020 (USD MILLION) 150
TABLE 76 TRAFFIC SENSOR MARKET IN EUROPE, BY APPLICATION,
2021–2026 (USD MILLION) 150
TABLE 77 EUROPE: TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT
AND PROFILING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 150
TABLE 78 EUROPE: TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 151
TABLE 79 EUROPE: TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION,
BY TYPE, 2018–2020 (USD MILLION) 151
TABLE 80 EUROPE: TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION,
BY TYPE, 2021–2026 (USD MILLION) 151
TABLE 81 EUROPE: TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 152
TABLE 82 EUROPE: TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 152
TABLE 83 TRAFFIC SENSOR MARKET IN EUROPE, BY COUNTRY,
2018–2020 (USD MILLION) 152
TABLE 84 TRAFFIC SENSOR MARKET IN EUROPE, BY COUNTRY,
2021–2026 (USD MILLION) 153
9.3.1 GERMANY 153
9.3.1.1 Collaboration of German government with companies offering smarter transport solutions stimulate market growth 153
9.3.2 UK 154
9.3.2.1 Investments in development and deployment of ITS encourage adoption of traffic sensors in UK 154
9.3.3 FRANCE 155
9.3.3.1 Technological advancement in transportation industry for accessing real-time information spur demand for traffic sensors in France 155
9.3.4 RUSSIA 155
9.3.4.1 Approval of funds by Russian government for implementation of ITS in country supports traffic sensor market growth 155
9.3.5 ITALY 156
9.3.5.1 Research and development activities and initiatives by local authorities to implement smart mobility systems foster traffic sensor market growth in Italy 156
9.3.6 SPAIN 157
9.3.6.1 Initiatives of local authorities to implement smart mobility systems fuel traffic sensor market in Spain 157
9.3.7 REST OF EUROPE 157
9.4 ASIA PACIFIC 158
FIGURE 41 ASIA PACIFIC: SNAPSHOT OF TRAFFIC SENSOR MARKET 159
TABLE 85 TRAFFIC SENSOR MARKET IN APAC, BY SENSOR TYPE,
2018–2020 (USD MILLION) 160
TABLE 86 TRAFFIC SENSOR MARKET IN APAC, BY SENSOR TYPE,
2021–2026 (USD MILLION) 160
TABLE 87 TRAFFIC SENSOR MARKET IN APAC, BY APPLICATION,
2018–2020 (USD MILLION) 161
TABLE 88 TRAFFIC SENSOR MARKET IN APAC, BY APPLICATION,
2021–2026 (USD MILLION) 161
TABLE 89 APAC: TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 161
TABLE 90 APAC: TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 162
TABLE 91 APAC: TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION,
BY TYPE, 2018–2020 (USD MILLION) 162
TABLE 92 APAC: TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION,
BY TYPE, 2021–2026 (USD MILLION) 162
TABLE 93 APAC: TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 163
TABLE 94 APAC: TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 163
TABLE 95 TRAFFIC SENSOR MARKET IN APAC, BY COUNTRY,
2018–2020 (USD MILLION) 163
TABLE 96 TRAFFIC SENSOR MARKET IN APAC, BY COUNTRY,
2021–2026 (USD MILLION) 164
9.4.1 CHINA 164
9.4.1.1 Robust transportation infrastructure, increasing investments in smart city projects, and faster economic development to drive market growth in China 164
9.4.2 JAPAN 165
9.4.2.1 High emphasis of Japan on improving road safety and traffic congestion creates lucrative opportunities for traffic sensor market 165
9.4.3 AUSTRALIA 165
9.4.3.1 Huge investments in traffic management systems and smart city projects to drive market in Australia 165
9.4.4 REST OF ASIA PACIFIC 166
9.5 ROW 167
FIGURE 42 ROW: SNAPSHOT OF TRAFFIC SENSOR MARKET 168
TABLE 97 TRAFFIC SENSOR MARKET IN ROW, BY SENSOR TYPE,
2018–2020 (USD MILLION) 169
TABLE 98 TRAFFIC SENSOR MARKET IN ROW, BY SENSOR TYPE,
2021–2026 (USD MILLION) 169
TABLE 99 TRAFFIC SENSOR MARKET IN ROW, BY APPLICATION,
2018–2020 (USD MILLION) 170
TABLE 100 TRAFFIC SENSOR MARKET IN ROW, BY APPLICATION,
2021–2026 (USD MILLION) 170
TABLE 101 ROW: TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 170
TABLE 102 ROW: TRAFFIC SENSOR MARKET FOR VEHICLE MEASUREMENT AND PROFILING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 171
TABLE 103 ROW: TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION,
BY TYPE, 2018–2020 (USD MILLION) 171
TABLE 104 ROW: TRAFFIC SENSOR MARKET FOR WEIGH IN MOTION APPLICATION,
BY TYPE, 2021–2026 (USD MILLION) 171
TABLE 105 ROW: TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 172
TABLE 106 ROW: TRAFFIC SENSOR MARKET FOR TRAFFIC MONITORING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 172
TABLE 107 TRAFFIC SENSOR MARKET IN ROW, BY REGION, 2017–2020 (USD MILLION) 172
TABLE 108 TRAFFIC SENSOR MARKET IN ROW, BY REGION, 2021–2026 (USD MILLION) 173

9.5.1 SOUTH AMERICA 173
9.5.1.1 Integration of IoT and GSM technologies in traffic management solutions to fuel need for traffic sensors 173
9.5.2 MIDDLE EAST & AFRICA 174
9.5.2.1 Implementation of sustainable traffic management systems to reduce traffic congestion supports growth of traffic sensor market
in MEA 174
10 COMPETITIVE LANDSCAPE 175
10.1 OVERVIEW 175
10.2 KEY PLAYER STRATEGIES/RIGHT TO WIN 175
10.2.1 OVERVIEW OF STRATEGIES DEPLOYED BY ORIGINAL EQUIPMENT MANUFACTURERS OF TRAFFIC SENSORS 175
10.3 COMPANY REVENUE ANALYSIS, 2020 177
TABLE 109 REVENUE ANALYSIS OF FIVE PLAYERS IN TRAFFIC SENSOR MARKET,
2016–2020 (USD MILLION) 177
FIGURE 43 FIVE-YEAR REVENUE ANALYSIS OF KEY PLAYERS, 2016–2020 178
10.4 MARKET SHARE ANALYSIS, 2020 179
FIGURE 44 SHARES OF MAJOR PLAYERS IN TRAFFIC SENSOR MARKET, 2020 179
TABLE 110 TRAFFIC SENSOR MARKET: DEGREE OF COMPETITION 179
10.5 RANKING OF KEY PLAYERS IN TRAFFIC SENSOR MARKET 180
FIGURE 45 TRAFFIC SENSOR MARKET: RANKING OF KEY PLAYERS, 2020 180
10.6 COMPANY EVALUATION QUADRANT 181
10.6.1 STAR 181
10.6.2 PERVASIVE PLAYER 181
10.6.3 EMERGING LEADER 181
10.6.4 PARTICIPANT 181
FIGURE 46 TRAFFIC SENSOR MARKET: COMPANY EVALUATION QUADRANT, 2020 182
10.7 STARTUP/SME EVALUATION QUADRANT 182
10.7.1 PROGRESSIVE COMPANY 182
10.7.2 RESPONSIVE COMPANY 182
10.7.3 DYNAMIC COMPANY 183
10.7.4 STARTING BLOCK 183
FIGURE 47 TRAFFIC SENSOR MARKET: STARTUP/SME EVALUATION QUADRANT, 2020 183
10.8 TRAFFIC SENSOR MARKET: COMPANY FOOTPRINT 184
TABLE 111 FOOTPRINT OF COMPANIES 184
TABLE 112 APPLICATION FOOTPRINT OF COMPANIES 185
TABLE 113 TECHNOLOGY FOOTPRINT OF COMPANIES 186
TABLE 114 REGIONAL FOOTPRINT OF COMPANIES 187
10.9 COMPETITIVE SCENARIO AND TRENDS 188
FIGURE 48 MARKET EVALUATION FRAMEWORK: PRODUCT LAUNCHES AND DEVELOPMENTS, PARTNERSHIPS, COLLABORATIONS, AND ACQUISITIONS WERE MOST COMMONLY ADOPTED STRATEGIES BY MARKET PLAYERS FROM 2017 TO 2021 188
10.9.1 RECENT DEVELOPMENT 189
TABLE 115 TRAFFIC SENSOR MARKET: PRODUCT LAUNCHES AND DEVELOPMENTS 189
10.9.2 DEALS 190
TABLE 116 TRAFFIC SENSOR MARKET: DEALS 190
11 COMPANY PROFILES 192
11.1 KEY PLAYERS 192
(Business overview, Products offered, Recent Developments, MNM view)*
11.1.1 EFKON AG 192
TABLE 117 EFKON AG: BUSINESS OVERVIEW 192
11.1.2 KAPSCH TRAFFICCOM AG 196
TABLE 118 KAPSCH TRAFFICCOM AG: BUSINESS OVERVIEW 196
FIGURE 49 KAPSCH TRAFFICCOM AG: COMPANY SNAPSHOT 197
11.1.3 TRANSCORE 201
TABLE 119 TRANSCORE: BUSINESS OVERVIEW 201
11.1.4 INTERNATIONAL ROAD DYNAMICS INC. 205
TABLE 120 INTERNATIONAL ROAD DYNAMICS INC.: BUSINESS OVERVIEW 205
11.1.5 KISTLER GROUP 210
TABLE 121 KISTLER GROUP: BUSINESS OVERVIEW 210
11.1.6 FLIR SYSTEMS 212
TABLE 122 FLIR SYSTEMS: BUSINESS OVERVIEW 212
FIGURE 50 FLIR SYSTEMS: COMPANY SNAPSHOT 213
11.1.7 TE CONNECTIVITY LTD. 217
TABLE 123 TE CONNECTIVITY LTD.: BUSINESS OVERVIEW 217
FIGURE 51 TE CONNECTIVITY LTD.: COMPANY SNAPSHOT 218
11.1.8 SWARCO AG 220
TABLE 124 SWARCO AG: BUSINESS OVERVIEW 220
11.1.9 Q-FREE ASA 223
TABLE 125 Q-FREE ASA: BUSINESS OVERVIEW 223
FIGURE 52 Q-FREE ASA: COMPANY SNAPSHOT 224
11.1.10 SICK AG 228
TABLE 126 SICK AG: BUSINESS OVERVIEW 228
FIGURE 53 SICK AG: COMPANY SNAPSHOT 228
11.1.11 AXIS COMMUNICATIONS AB 230
TABLE 127 AXIS COMMUNICATIONS AB: BUSINESS OVERVIEW 230
FIGURE 54 AXIS COMMUNICATIONS AB: COMPANY SNAPSHOT 230
11.1.12 RAYTHEON COMPANY 233
TABLE 128 RAYTHEON COMPANY: BUSINESS OVERVIEW 233
FIGURE 55 RAYTHEON COMPANY: COMPANY SNAPSHOT 234
11.1.13 SIEMENS 236
TABLE 129 SIEMENS: BUSINESS OVERVIEW 237
FIGURE 56 SIEMENS: COMPANY SNAPSHOT 237
11.2 OTHER KEY PLAYERS 240
11.2.1 SENSYS NETWORKS 240
11.2.2 LEDDARTECH 241
11.2.3 IMAGE SENSING SYSTEMS (ISS) 242
11.2.4 AGD SYSTEMS 243
11.2.5 JENOPTIK 244
11.2.6 MIOVISION 245
11.2.7 DIABLO CONTROLS 246
*Details on Business overview, Products offered, Recent Developments, MNM view might not be captured in case of unlisted companies.
12 APPENDIX 247
12.1 POINTS TO BE DISCUSSED: 247
12.2 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 249
12.3 AVAILABLE CUSTOMIZATIONS 251
12.4 RELATED REPORT 251
12.5 AUTHOR DETAILS 252


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