Request Free Sample PDFAutomated Thermal Desorption Systems Market Size, Share, Growth, and Industry Analysis, By Types (Single Tube Automated Thermal Desorption Systems,Multi-Tube Automated Thermal Desorption Systems), By Applications (Industrial Application,Laboratory & Research Institution,Others) , and Regional Insights and Forecast to 2035
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Global Automated Thermal Desorption Systems Market size is projected at USD 16.4 million in 2026 and is expected to hit USD 21.59 million by 2035 with a CAGR of 3.1%.
The Automated Thermal Desorption Systems Market serves laboratories, industrial facilities, and environmental monitoring agencies that collectively operate more than 120,000 gas chromatography (GC) and GC–MS instruments worldwide, with over 35,000 systems configured for air and vapor sampling. Automated thermal desorption (ATD) platforms are installed in more than 70 countries, supporting compliance with over 150 standardized methods for volatile and semi‑volatile organic compounds. In 2023, more than 18,000 automated thermal desorption units were estimated to be in active use, with approximately 2,000–3,000 new units added annually. Around 60–65% of installed systems are integrated with GC–MS, while 35–40% are linked to GC‑FID or GC‑PID detectors. Environmental and occupational hygiene applications account for more than 55% of global ATD utilization, while industrial process and materials testing represent about 30%, and research applications around 15%.
In the USA, the Automated Thermal Desorption Systems Market is driven by more than 25,000 environmental testing laboratories and over 8,000 industrial and petrochemical facilities that routinely monitor air toxics and process emissions. Federal and state regulations reference more than 40 thermal desorption‑based methods for hazardous air pollutants, workplace exposure, and indoor air quality. Over 6,000 automated thermal desorption systems are estimated to be installed across the USA, with approximately 45–50% located in independent contract laboratories, 30–35% in in‑house industrial labs, and 15–20% in academic and government research institutions. Around 70% of US ATD systems are coupled with GC–MS platforms, reflecting a strong focus on trace‑level detection down to parts‑per‑trillion concentrations for more than 200 regulated compounds in ambient, indoor, and workplace air.
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Key Findings
- Key Market Driver: More than 55% of Automated Thermal Desorption Systems Market demand is linked to tightening environmental and occupational air quality regulations, with 60–65% of new installations driven by compliance monitoring for over 200 regulated volatile organic compounds and hazardous air pollutants across industrial and urban locations.
- Major Market Restraint: High capital and maintenance costs affect approximately 40–45% of small and mid‑sized laboratories, with acquisition budgets constrained in nearly 35% of public sector facilities and service contracts representing 10–15% of annual operating expenses for many Automated Thermal Desorption Systems Market users.
- Emerging Trends: Around 30–35% of new Automated Thermal Desorption Systems Market installations feature high‑throughput autosamplers handling 50–100 tubes per sequence, while approximately 25–30% integrate remote monitoring or digital connectivity, and nearly 20% support low‑volume micro‑sampling below 100 mL.
- Regional Leadership: North America and Europe together account for approximately 60–65% of Automated Thermal Desorption Systems Market installations, with North America representing about 32–35% and Europe around 28–30%, while Asia‑Pacific contributes roughly 25–28% and other regions share the remaining 10–15%.
- Competitive Landscape: The top 5 manufacturers in the Automated Thermal Desorption Systems Market collectively hold approximately 65–70% of global unit shipments, with the leading 2 vendors alone accounting for around 35–40%, while more than 15 smaller regional suppliers share the remaining 30–35% of the market.
- Market Segmentation: Single‑tube systems represent approximately 45–50% of Automated Thermal Desorption Systems Market installations, while multi‑tube platforms account for 50–55%; by application, industrial and environmental uses represent about 60–65%, laboratory and research around 25–30%, and other niche uses 5–10%.
- Recent Development: Between 2023 and 2025, more than 10 new Automated Thermal Desorption Systems Market models were introduced, with at least 40–50% featuring enhanced automation, 30–35% offering improved sorbent tube capacity, and around 20–25% integrating upgraded low‑bleed flow paths and enhanced leak‑testing.
Automated Thermal Desorption Systems Market Latest Trends
The Automated Thermal Desorption Systems Market is experiencing rapid adoption of high‑throughput and multi‑tube platforms, with systems capable of handling 50–100 tubes per run now representing approximately 35–40% of new purchases. Laboratories processing more than 500 samples per week increasingly favor automated platforms that reduce manual handling by 60–70% compared with single‑tube manual desorption. Another notable trend is the shift toward low‑volume sampling, with more than 25% of new systems optimized for sample volumes below 100 mL, enabling detection of trace contaminants at sub‑parts‑per‑billion (10⁻⁹) levels. In parallel, more than 30% of recent Automated Thermal Desorption Systems Market installations include integrated leak‑checking and tube barcode tracking, reducing sample mix‑up rates by 20–30% and improving audit traceability.
Digitalization is also reshaping the Automated Thermal Desorption Systems Market, with an estimated 30–35% of new instruments offering remote diagnostics, Ethernet connectivity, or integration with laboratory information management systems. These capabilities can cut unplanned downtime by 15–25% and reduce on‑site service visits by 20–30%. Green analytical chemistry trends are driving adoption of sorbent tubes that can be reused more than 100–150 times, lowering consumables waste by 40–50% compared with single‑use cartridges. In materials testing, more than 200 standardized emission testing protocols for building products, automotive interiors, and consumer goods now reference thermal desorption, supporting growth in quality control applications that already account for about 20–25% of Automated Thermal Desorption Systems Market demand.
Automated Thermal Desorption Systems Market Dynamics
DRIVER
"Expansion of environmental and occupational air monitoring requirements"
Across the Automated Thermal Desorption Systems Market, more than 200 regulated volatile organic compounds, hazardous air pollutants, and odorants are routinely monitored using thermal desorption coupled with GC or GC–MS. Environmental agencies and occupational health bodies have issued over 150 methods and technical guidelines that explicitly reference thermal desorption sampling tubes and automated desorbers. This regulatory framework affects more than 50,000 industrial sites, refineries, chemical plants, and waste treatment facilities worldwide, each requiring periodic or continuous air monitoring.
RESTRAINT
"High acquisition and lifecycle ownership costs for advanced systems"
Fully automated multi‑tube platforms in the Automated Thermal Desorption Systems Market typically require significant capital outlays, which can represent 20–30% of the total analytical instrumentation budget for small laboratories operating fewer than 10 GC or GC–MS systems. Annual service contracts and preventive maintenance can add 8–12% of the initial purchase cost each year, while consumables such as sorbent tubes, seals, and liners may account for 10–15% of yearly operating expenses.
OPPORTUNITY
"Growth in indoor air quality, micro‑environment, and product emission testing."
Indoor air quality and product emission testing represent one of the fastest‑expanding opportunity areas within the Automated Thermal Desorption Systems Market. Globally, more than 2 billion people spend over 80–90% of their time indoors, and building certification schemes now include stringent limits for dozens of volatile organic compounds emitted from paints, flooring, furniture, and insulation materials. More than 200 emission testing standards for construction products, automotive interiors, and consumer goods reference thermal desorption sampling from chambers ranging from 20 L to 30 m³. Laboratories serving these sectors often see sample volumes increase by 15–25% per year, quickly exceeding the capacity of manual desorption workflows.
CHALLENGE
"Method standardization, sorbent selection, and operator skill requirements"
Despite the maturity of the Automated Thermal Desorption Systems Market, laboratories still face challenges in method transfer, sorbent selection, and quality assurance. More than 400 different target analytes are monitored using thermal desorption across environmental, occupational, and product emission applications, requiring careful selection from over 20 commonly used sorbent materials and multi‑bed combinations. Inadequate method optimization can lead to breakthrough or artifact formation in 5–15% of poorly configured methods, affecting data quality. Additionally, many laboratories operate with teams where fewer than 20% of analysts have more than 5 years of experience with thermal desorption, increasing reliance on vendor training and application support.
Automated Thermal Desorption Systems Market Segmentation
The Automated Thermal Desorption Systems Market is segmented by type into single tube automated thermal desorption systems and multi‑tube automated thermal desorption systems, and by application into industrial application, laboratory & research institution, and others. Single‑tube platforms account for approximately 45–50% of installed units, while multi‑tube systems represent 50–55%. By application, industrial and environmental monitoring uses represent about 60–65% of demand, laboratory & research institution users around 25–30%, and other applications 5–10%. This segmentation structure is central to Automated Thermal Desorption Systems Market Report preparation, Automated Thermal Desorption Systems Market Analysis, and Automated Thermal Desorption Systems Market Size and share assessments for B2B buyers.
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By Type
Single Tube Automated Thermal Desorption Systems: Single tube automated thermal desorption systems are widely used in laboratories processing 20–80 samples per day, representing approximately 45–50% of Automated Thermal Desorption Systems Market installations. These systems typically handle 1 tube per cycle, with cycle times ranging from 20 to 60 minutes depending on desorption temperature, flow rate, and analyte volatility. Many single‑tube platforms support desorption temperatures up to 350–400 °C and accommodate tube lengths of 3.5–4.5 inches with internal diameters of 4–6 mm.
Multi-Tube Automated Thermal Desorption Systems: Multi‑tube automated thermal desorption systems dominate high‑throughput segments of the Automated Thermal Desorption Systems Market, accounting for approximately 50–55% of installed units and an even higher share of new purchases. These platforms typically accommodate 20–120 tubes per sequence, with some autosamplers supporting more than 200 positions through modular racks. Laboratories processing 200–1,000 samples per week often rely on multi‑tube systems to reduce manual handling by 60–80% and to enable unattended overnight operation.
By Application
Industrial Application: Industrial application segments account for approximately 35–40% of the Automated Thermal Desorption Systems Market, spanning petrochemical plants, refineries, chemical manufacturing, semiconductor fabrication, and waste treatment facilities. These sites often operate 24/7 and require air monitoring at 10–50 sampling points per facility, generating hundreds of samples per month. Automated thermal desorption systems are used to monitor more than 100–150 target compounds, including benzene, toluene, xylene, chlorinated solvents, and sulfur‑containing odorants at concentrations from parts‑per‑billion to parts‑per‑million.
Laboratory & Research Institution: Laboratory & research institution users represent approximately 25–30% of the Automated Thermal Desorption Systems Market, including contract testing laboratories, academic research centers, and government agencies. Contract labs may process 500–2,000 thermal desorption samples per month, often serving 50–200 different clients across environmental, occupational, and product emission projects. Research institutions use automated thermal desorption systems to investigate more than 200–300 analytes in atmospheric chemistry, indoor air quality, and materials off‑gassing studies. In this segment, around 70–75% of systems are coupled with high‑resolution or tandem mass spectrometry, enabling detection limits down to low parts‑per‑trillion levels. Automated Thermal Desorption Systems Market Research Report users in this category focus on flexibility, with many labs running 10–20 different methods on a single platform, requiring broad temperature programming, multi‑sorbent compatibility, and robust method storage for hundreds of sequences.
Others: The “Others” segment in the Automated Thermal Desorption Systems Market, representing approximately 5–10% of demand, includes applications such as forensic analysis, military and defense monitoring, emergency response, and specialized odor analysis. Forensic laboratories may analyze 100–300 samples per month related to fire debris, explosives residues, or trace evidence, using thermal desorption to concentrate volatile markers. Defense and security agencies deploy portable or semi‑portable systems for monitoring toxic industrial chemicals and chemical warfare agent simulants at low parts‑per‑billion levels. Odor analysis laboratories use thermal desorption to characterize more than 50–100 odor‑active compounds in consumer products, packaging, and environmental complaints. Although smaller in volume, this segment contributes to innovation in the Automated Thermal Desorption Systems Market, driving demand for compact footprints below 0.5–1.0 m² and rapid deployment capabilities.
Automated Thermal Desorption Systems Market Regional Outlook
Regionally, the Automated Thermal Desorption Systems Market is led by North America and Europe, which together account for approximately 60–65% of installed systems, followed by Asia‑Pacific with around 25–28% and the Middle East & Africa plus other regions with 10–15%. Each region exhibits distinct regulatory drivers, industrial structures, and laboratory capacities, influencing Automated Thermal Desorption Systems Market Growth, Automated Thermal Desorption Systems Market Forecast, and Automated Thermal Desorption Systems Market Opportunities for B2B buyers evaluating capital investments and long‑term analytical strategies.
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North America
North America accounts for approximately 32–35% of the Automated Thermal Desorption Systems Market, with the USA representing more than 80–85% of regional installations and Canada contributing the remaining 15–20%. The region hosts more than 10,000 environmental and industrial laboratories, of which an estimated 3,000–4,000 operate at least one automated thermal desorption system. Regulatory frameworks covering hazardous air pollutants, toxic air contaminants, and workplace exposure limits reference more than 40–50 thermal desorption‑based methods, driving consistent demand. In North America, around 65–70% of Automated Thermal Desorption Systems Market units are integrated with GC–MS platforms, while 30–35% are paired with GC‑FID or GC‑PID for routine screening. High‑throughput multi‑tube systems represent more than 55–60% of new installations, particularly in contract labs processing 500–1,500 samples per week.
Industrial sectors such as petrochemicals, oil & gas, and chemical manufacturing contribute significantly to North American Automated Thermal Desorption Systems Market Share, with more than 1,500–2,000 facilities conducting regular air monitoring. Indoor air quality and product emission testing are also expanding, with over 100–150 specialized labs using thermal desorption to support building certification and consumer product compliance. B2B buyers in North America frequently request Automated Thermal Desorption Systems Market Report and Automated Thermal Desorption Systems Market Industry Analysis documents that quantify instrument reliability, with uptime targets above 97–98% and sample carryover below 0.1–0.5%. These performance expectations shape procurement criteria and favor vendors with strong regional service networks and response times under 24–48 hours.
Europe
Europe represents approximately 28–30% of the Automated Thermal Desorption Systems Market, supported by a dense network of more than 6,000 environmental, industrial, and contract testing laboratories. Countries such as Germany, the United Kingdom, France, Italy, and the Nordic nations collectively account for 70–75% of European installations, while Central and Eastern Europe contribute the remaining 25–30%. European Union directives on ambient air quality, industrial emissions, and workplace exposure reference dozens of methods that incorporate thermal desorption sampling, covering more than 150 target compounds. As a result, approximately 60–65% of European Automated Thermal Desorption Systems Market demand is linked to regulatory compliance and long‑term monitoring programs.
In Europe, multi‑tube automated thermal desorption systems account for around 55–60% of installed units, reflecting strong adoption in contract labs and national reference centers that process 300–1,000 samples per week. Indoor air quality and product emission testing are particularly advanced, with more than 100–200 standards for building materials, furniture, and automotive interiors specifying thermal desorption‑based emission testing. European laboratories often operate 2–5 automated desorbers per facility, connected to 4–10 GC or GC–MS instruments. Automated Thermal Desorption Systems Market Insights for European buyers emphasize energy efficiency, with some labs targeting reductions of 10–20% in power consumption, and sustainability, with sorbent tubes reused more than 100–150 cycles to minimize waste.
Asia-Pacific
Asia‑Pacific accounts for approximately 25–28% of the Automated Thermal Desorption Systems Market, with major contributions from China, Japan, South Korea, India, and Australia. The region hosts more than 8,000–10,000 analytical laboratories, of which an estimated 2,000–3,000 use thermal desorption for environmental, industrial, or product emission testing. Rapid industrialization and urbanization have led to air quality concerns in cities with populations exceeding 5–10 million, prompting governments to implement monitoring programs that include more than 50–100 volatile organic compounds and hazardous air pollutants. In China alone, hundreds of monitoring stations and industrial facilities deploy automated thermal desorption systems for ambient and stack‑related measurements.
In Asia‑Pacific, single‑tube systems still represent a significant share, around 50–55% of Automated Thermal Desorption Systems Market installations, particularly in smaller laboratories processing fewer than 100 samples per week. However, multi‑tube platforms are gaining ground, especially in large contract labs and industrial centers, where sample volumes can exceed 1,000 per month. Local manufacturers in China and other countries contribute to competitive pricing, influencing Automated Thermal Desorption Systems Market Growth and Automated Thermal Desorption Systems Market Outlook in the region. B2B buyers increasingly request Automated Thermal Desorption Systems Market Research Report materials that compare imported and domestic systems on parameters such as desorption temperature range (up to 350–400 °C), leak‑tightness (below 10⁻⁵ mbar·L/s), and sample throughput (20–120 tubes per sequence).
Middle East & Africa
The Middle East & Africa region represents approximately 8–10% of the Automated Thermal Desorption Systems Market, with demand concentrated in oil‑rich Gulf countries, South Africa, and a limited number of industrial hubs. The region hosts several hundred environmental and industrial laboratories, of which an estimated 200–400 operate thermal desorption systems. Oil & gas production, petrochemical complexes, and large industrial zones drive more than 60–70% of regional Automated Thermal Desorption Systems Market demand, focusing on monitoring of hydrocarbons, sulfur compounds, and odorants at parts‑per‑billion to parts‑per‑million levels. Ambient air quality monitoring networks in major cities and industrial corridors add further requirements for automated sampling and analysis.
In this region, multi‑tube automated thermal desorption systems are favored in large industrial labs, representing around 55–60% of installations, while single‑tube systems are used in smaller facilities and research institutions. Many laboratories operate with limited staff, making automation crucial to maintain sample throughput of 100–400 samples per week. B2B buyers in the Middle East & Africa often prioritize robustness and serviceability, with expectations for instrument lifetimes exceeding 10–12 years and tolerance for challenging environmental conditions such as temperatures above 35–40 °C and high dust levels. Automated Thermal Desorption Systems Market Industry Report users in this region focus on long‑term cost of ownership, including service intervals, spare parts availability, and training requirements for teams where fewer than 30–40% of analysts have prior experience with thermal desorption.
List of Top Automated Thermal Desorption Systems Market Companies
- Markes International
- PerkinElmer
- GERSTEL GmbH
- AIRSENSE Analytics
- CDS Analytical
- Shimadzu
- KNR Co.,Ltd.
- Scientific Instrument Services (SIS)
- Beijing BCHP
- Beijing Zhongyi Yusheng Technology
- Guangdong Taitong Technology
- TET Instrument
- Beijing Touch Science MS
- Chengdu APL
- LabTech, Inc
Top Two Companies with the Highest Market Share
- Markes International: estimated to hold approximately 18–22% of the global Automated Thermal Desorption Systems Market share, with a strong presence in Europe and North America and installations in more than 60 countries.
- PerkinElmer: estimated to account for around 14–18% of the Automated Thermal Desorption Systems Market share, supported by a broad GC/GC–MS installed base and distribution networks covering more than 100 countries.
Investment Analysis and Opportunities
Investment activity in the Automated Thermal Desorption Systems Market is shaped by regulatory drivers, laboratory consolidation, and technology upgrades. Laboratories replacing instruments older than 10–12 years represent approximately 30–35% of new purchases, while capacity expansion projects account for another 40–45%. B2B investors evaluating Automated Thermal Desorption Systems Market Opportunities often model payback periods of 3–5 years, based on throughput gains of 50–100% and labor savings of 20–30% from automation. For example, a contract lab increasing sample capacity from 300 to 700 samples per week with a multi‑tube system can reduce overtime by 10–20 hours per week and defer hiring 1–2 additional analysts.
Private equity and strategic investors monitor Automated Thermal Desorption Systems Market Growth in segments such as indoor air quality, product emissions, and industrial hygiene, where sample volumes can rise by 15–25% annually. Instrument vendors allocate 6–10% of annual revenues from this segment to research and development, funding new product lines and software enhancements. Emerging markets in Asia‑Pacific and the Middle East & Africa, which together represent roughly 35–40% of global population but only 30–35% of current Automated Thermal Desorption Systems Market Size, offer room for expansion. Investors also track recurring revenue from consumables and service, which can represent 20–30% of total lifecycle value per installed system, supporting long‑term cash flow projections.
New Product Development
New product development in the Automated Thermal Desorption Systems Market focuses on higher throughput, improved sensitivity, and enhanced usability. Between 2023 and 2025, more than 10 new or significantly upgraded automated thermal desorption models were introduced, many supporting autosamplers with 50–120 tube positions and desorption temperatures up to 400 °C. Vendors are integrating advanced flow control with precision better than ±1–2% and leak‑testing capabilities that detect leaks below 10⁻⁵ mbar·L/s, improving reliability for trace‑level analysis. Some systems now offer internal standard addition with volume accuracy within ±2–3%, reducing quantitative variability by 10–20% across large sample batches.
Software innovations in the Automated Thermal Desorption Systems Market include graphical user interfaces that reduce method setup time by 30–40% and remote monitoring tools that can cut troubleshooting time by 20–30%. New sorbent tube designs support more than 100–150 reuse cycles without significant loss of performance, lowering consumables costs by 30–40% compared with older designs. Compact benchtop systems with footprints under 0.5–0.8 m² target laboratories with limited space, while modular platforms allow expansion from 20 to 80 or more tube positions as sample loads increase. These innovations are central themes in Automated Thermal Desorption Systems Market Industry Report and Automated Thermal Desorption Systems Market Insights documents used by B2B buyers to compare next‑generation platforms.
Five Recent Developments
- In 2023, a leading vendor in the Automated Thermal Desorption Systems Market launched a multi‑tube platform with a 120‑position autosampler, increasing sample capacity by approximately 50–60% compared with its previous 80‑position model and reducing per‑sample handling time by 20–25%.
- In 2023, another manufacturer introduced low‑bleed flow path components rated for operation up to 400 °C, cutting background noise by 30–40% and improving detection limits for selected volatile organic compounds by a factor of 2–3 in GC–MS applications.
- In 2024, a major supplier released software for automated leak‑testing and tube barcode tracking, reducing sample identification errors by 20–30% and shortening routine system qualification procedures from 60–90 minutes to 20–30 minutes per day.
- In 2024, a regional player in Asia‑Pacific launched a cost‑optimized single‑tube automated thermal desorption system targeting laboratories processing 50–150 samples per week, offering a footprint under 0.6 m² and reducing entry‑level investment by approximately 15–25% compared with imported alternatives.
- In 2025, several vendors in the Automated Thermal Desorption Systems Market announced sorbent tubes certified for more than 150 reuse cycles, with batch‑to‑batch variability in retention volumes below 5%, supporting high‑precision emission testing for over 100 regulated compounds.
Report Coverage of Automated Thermal Desorption Systems Market
The Automated Thermal Desorption Systems Market Report provides comprehensive coverage of technology types, applications, and regional dynamics, supporting B2B decision‑makers responsible for analytical investments. It quantifies installed base distributions, with single‑tube systems representing approximately 45–50% of units and multi‑tube platforms 50–55%, and details application splits where industrial and environmental uses account for 60–65%, laboratory & research 25–30%, and others 5–10%. The report analyzes regional Automated Thermal Desorption Systems Market Share, highlighting North America at 32–35%, Europe at 28–30%, Asia‑Pacific at 25–28%, and the Middle East & Africa plus other regions at 8–10%.
Scope extends to competitive benchmarking of more than 15 manufacturers, including the top 5 vendors that collectively hold 65–70% of the Automated Thermal Desorption Systems Market. The Automated Thermal Desorption Systems Market Research Report examines technology parameters such as desorption temperature ranges up to 350–400 °C, autosampler capacities from 20 to 120 tubes, leak‑tightness thresholds below 10⁻⁵ mbar·L/s, and sorbent tube lifetimes exceeding 100–150 cycles. It also addresses Automated Thermal Desorption Systems Market Trends, Automated Thermal Desorption Systems Market Outlook, and Automated Thermal Desorption Systems Market Forecast scenarios, enabling stakeholders to evaluate throughput gains of 50–100%, labor savings of 20–30%, and long‑term cost of ownership across different system configurations.
| REPORT COVERAGE | DETAILS |
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Market Size Value In |
USD 16.4 Million in 2026 |
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Market Size Value By |
USD 21.59 Million by 2035 |
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Growth Rate |
CAGR of 3.1% from 2026 - 2035 |
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Forecast Period |
2026 - 2035 |
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Base Year |
2026 |
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Historical Data Available |
Yes |
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Regional Scope |
Global |
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Segments Covered |
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By Type
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By Application
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Frequently Asked Questions
The global Automated Thermal Desorption Systems Market is expected to reach 21.59 by 2035.
The Automated Thermal Desorption Systems Market is expected to exhibit aCAGR of 3.1 % by 2035.
Markes International,PerkinElmer,GERSTEL GmbH,AIRSENSE Analytics,CDS Analytical,Shimadzu,KNR Co.,Ltd.,Scientific Instrument Services (SIS),Beijing BCHP,Beijing Zhongyi Yusheng Technology,Guangdong Taitong Technology,TET Instrument,Beijing Touch Science MS,Chengdu APL,LabTech, Inc
In 2026, the Automated Thermal Desorption Systems Market value stood at 16.4 .
What is included in this Sample?
- * Market Segmentation
- * Key Findings
- * Research Scope
- * Table of Content
- * Report Structure
- * Report Methodology
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