North America ModelOps Market (2024-2029)

RESEARCH METHODOLOGY

The research study for the ModelOps Market involved extensive secondary sources, directories, and several journals. Primary sources were mainly industry experts from the core and related industries, preferred modelOps platforms providers, third-party service providers, consulting service providers, end users, and other commercial enterprises. In-depth interviews with primary respondents, including key industry participants and subject matter experts, were conducted to obtain and verify critical qualitative and quantitative information and assess the market’s prospects.

Secondary Research

The market size of companies offering modelOps platforms and services was determined based on secondary data from paid and unpaid sources. It was also arrived at by analyzing the product portfolios of major companies and rating the companies based on their performance and quality.

In the secondary research process, various sources were referred to for identifying and collecting information for this study. Secondary sources included annual reports, press releases, and investor presentations of companies; white papers, journals, and certified publications; and articles from recognized authors, directories, and databases. The data was also collected from other secondary sources, such as journals, government websites, blogs, and vendor websites. Additionally, modelOps spending of various countries was extracted from the respective sources. Secondary research was mainly used to obtain key information related to the industry’s value chain and supply chain to identify key players based on platforms, services, market classification, and segmentation according to offerings of major players, industry trends related to offering, data type, data processing, vertical, and region, and key developments from both market- and technology-oriented perspectives

Primary Research

In the primary research process, various primary sources from both the supply and demand sides were interviewed to obtain qualitative and quantitative information on the market. The primary sources from the supply side included various industry experts, including Chief Experience Officers (CXOs); Vice Presidents (VPs); directors from business development, marketing, and modelOps expertise; related key executives from modelOps platform vendors, System Integrators (SIs), professional service providers, and industry associations; and key opinion leaders.

Primary interviews were conducted to gather insights, such as market statistics, revenue data collected from platforms and services, market breakups, market size estimations, market forecasts, and data triangulation. Primary research also helped understand various trends related to technologies, applications, deployments, and regions. Stakeholders from the demand side, such as Chief Information Officers (CIOs), Chief Technology Officers (CTOs), Chief Strategy Officers (CSOs), and end users using modelOps, were interviewed to understand the buyer’s perspective on suppliers, products, service providers, and their current usage of modelOps platform and services which would impact the overall ModelOps Market.

The following is the breakup of primary profiles:

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Market Size Estimation

Multiple approaches were adopted for estimating and forecasting the ModelOps Market. The first approach estimates market size by summating companies’ revenue generated by selling platforms and services.

Market Size Estimation Methodology-Top-down approach

In the top-down approach, an exhaustive list of all the vendors offering platforms and services in the ModelOps Market was prepared. The revenue contribution of the market vendors was estimated through annual reports, press releases, funding, investor presentations, paid databases, and primary interviews. Each vendor’s offerings were evaluated based on the breadth of offering, data type, data processing, vertical, and region. The aggregate of all the companies’ revenue was extrapolated to reach the overall market size. Each subsegment was studied and analyzed for its global market size and regional penetration. The markets were triangulated through both primary and secondary research. The primary procedure included extensive interviews for key insights from industry leaders, such as CIOs, CEOs, VPs, directors, and marketing executives. The market numbers were further triangulated with the existing MarketsandMarkets repository for validation.

Market Size Estimation Methodology-Bottom-up approach

The bottom-up approach identified the adoption rate of modelOps offerings among different end users in key countries, with their regions contributing the most to the market share. For cross-validation, the adoption of the modelOps platform and services among industries, along with different use cases concerning their regions, was identified and extrapolated. Use cases identified in the different areas were given weightage for the market size calculation.

Based on the market numbers, the regional split was determined by primary and secondary sources. The procedure included the analysis of the ModelOps Market’s regional penetration. Based on secondary research, the regional spending on Information and Communications Technology (ICT), socio-economic analysis of each country, strategic vendor analysis of major modelOps platforms providers, and organic and inorganic business development activities of regional and global players were estimated. With the data triangulation procedure and data validation through primaries, the exact values of the overall ModelOps Market size and segments’ size were determined and confirmed using the study.

Top-down and Bottom-up approaches

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Data Triangulation

The market was split into several segments and subsegments after arriving at the overall market size using the market size estimation processes as explained above. To complete the overall market engineering process and arrive at the exact statistics of each market segment and subsegment, data triangulation and market breakup procedures were employed, wherever applicable. The overall market size was then used in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segmentation.

Market Definition

According to SAS Institute, ModelOps refers to the systematic process through which analytical models are transferred from the data science team to the IT production team, ensuring a consistent cycle of deployment and updates. It is a crucial element in effectively leveraging AI models, yet only a few companies are currently utilizing this approach.

ModelOps (Model Operations) refers to the practices and tools used to streamline production deployment, monitoring, management, and governance of machine learning models. It focuses on ensuring models are reliable, scalable, and maintainable, bridging the gap between data science and IT operations to facilitate continuous delivery and integration of models.

Stakeholders

• ModelOps Market Platform Providers
• ModelOps Market Service Providers
• End-user Industries
• System Integrators (SIs)
• Business Intelligence Solution Providers
• Technology Providers
• Value-added Resellers (VARs)
• Government And Regulatory Bodies

Report Objectives

• To define, describe, and predict the ModelOps Market by offering, model type, application, vertical, and region
• To describe and forecast the ModelOps Market, in terms of value, by region—North America, Europe, Asia Pacific, Middle East & Africa, and Latin America
• To provide detailed information regarding major factors influencing the market growth (drivers, restraints, opportunities, and challenges)
• To strategically analyze micro markets with respect to individual growth trends, prospects, and contributions to the overall ModelOps Market
• To profile key players and comprehensively analyze their market positions in terms of ranking and core competencies, along with detailing the competitive landscape for market leaders
• To analyze competitive developments such as joint ventures, mergers and acquisitions, product developments, and ongoing research and development (R&D) in the ModelOps Market
• To provide the illustrative segmentation, analysis, and projection of the main regional markets

Available Customizations

With the given market data, MarketsandMarkets offers customizations per the company’s specific needs. The following customization options are available for the report:

Product Analysis

• The product matrix provides a detailed comparison of the product portfolio of each company.

Geographic Analysis as per Feasibility

• Further breakup of the North American ModelOps Market
• Further breakup of the European ModelOps Market
• Further breakup of the Asia Pacific ModelOps Market
• Further breakup of the Middle East & Africa ModelOps Market
• Further breakup of the Latin America ModelOps Market

Company Information

• Detailed analysis and profiling of additional market players (up to five)