Advanced Analytics Market: Size, Share, Trends, Current and Future Analysis
According to a research report "Advanced Analytics Market Analysis by Component (Solutions and Services), Business Function (Sales & Marketing, Operations), Type (Big Data Analytics, Risk Analytics), Deployment Mode (On-premises and Cloud), Vertical and Region - Global Forecast to 2026" published by MarketsandMarkets, the market for Advanced Analytics is projected to grow from USD 33.8 billion in 2021 to USD 89.8 billion by 2026; it is expected to grow at a CAGR of 21.6% during 2021–2026.
Advanced analytics describes the
sophisticated analysis of data using complex techniques to forecast trends and
predict events. It uses state-of-the-art tools, such as ML and AI technologies
and complex statistical analyses and algorithms to examine the rising big data
and identify patterns to discover deeper insights. Advanced analytics uses
quantitative and qualitative methods to uncover relationships, trends,
correlations, and outliers. Advanced analytics tools cover data mining, ML,
cohort analysis, cluster analysis, retention analysis, complex event analysis,
predictive analysis, regression analysis, sentiment analysis, and time series
analysis.
The COVID-19 pandemic has
accelerated many companies to instigate the use of advanced analytics and AI
solutions and implement innovative strategies to helps engage customers through
digital channels, manage fragile and complex supply chains, and support workers
through disruption to their work and lives. Companies should focus on where
they can obtain new insights rather than rely on lagging information. These can
come from both from new sources of data and using existing data in new ways. For
instance, in banks that traditionally use credit scores to analyze risk can
instead turn to customer-account data, where they might identify gaps in
deposits. The crisis has also exposed that one of the most advanced analytics
techniques relies on principles of behaviors and patterns repeated
periodically. But the patterns exposed are revealed through data and even
suggested during identification, which changes the customer’s mind. Many firms
that had started benefitting its client with data analytics usage are growing
in all departments. The departments most directly affected by the virus see the
most incredible growth in marketing, finance, and customer service use cases
for small businesses.
The advanced analytics market is
expected to witness a slowdown in 2020 due to the global lockdown, which is
impacting global manufacturing, and supply chains and logistics. The
manufacturing, transportation and logistics, and retail and consumer goods
sectors have been most severely affected. The availability of essential items
has also been impacted due to the lack of manpower to work on production lines,
supply chains, and transportation, even though essential items are exempted
from the lockdown. The situation is expected to come under control by early
2021. Analytics have also played a vital role in the determination of
fraudulent activities with a system updated with fraudulent activities that
help in determining security boundaries for an organization. For instance, IBM
Cloud Pak for Security can help you uncover hidden threats and make more
informed risk-based decision. An economic model has also been represented by
data scientists to forecast the various insights about customers probable
future behavior, suppliers, and staff is a top priority. These predicted behaviors
have helped the business in deriving the consequential financial effect through
continuous, rapid decision-making based on accurate, data-driven analytics, and
simulations.
The
services segment to hold higher CAGR during the forecast period
Based on components, the market
size of the solution segment is expected to hold a larger market share in 2021,
while the services segment is projected to grow at a higher CAGR during the
forecast period. This growth can be attributed to the need for determining the
time and cost required to install the solution that requires fully managed
advanced analytics services. The high growth is attributed to the higher
adoption of advanced analytics solutions across key verticals such as BFSI, IT
and telecom, and retail and consumer goods.
The
sales and marketing segment will hold the largest market size during the
forecast period
Based on business function, the
market size of the sales and marketing segment is expected to hold the largest
market share in 2021, while the HR segment is projected to grow at the highest
CAGR during the forecast period. Businesses are adopting advanced analytics to
take a deep dive into historical process data, identify patterns and
relationships among discrete process steps and inputs, and then optimize the
factors that prove to have the greatest effect on business yield. Many global
manufacturers have abundant real-time shop-floor data and the capability to
conduct such sophisticated statistical valuations. They are taking previously
isolated data sets, aggregating them, and analyzing them to reveal important
insights.
The
risk analytics segment to have the highest growth rate during the forecast
period
Based on type, the risk analytics
segment is expected to have the highest growth rate during the forecast period.
The growth is attributed to the increasing demand for advanced credit risk
analytics enabling institutions to improve underwriting decisions and
increasing revenues while reducing risk costs. Moreover, the big data analytics
segment is estimated to hold the largest market size. The advanced analytics
uses state-of-the-art tools, such as ML and AI, and complex statistical
analyses, and algorithms to examine big data and identify patterns to discover
deeper insights.
The
large enterprises segment to hold a larger market size during the forecast
period
Based on organization size, the
advanced analytics market has been segmented into large enterprises and SMEs.
The large enterprises segment is estimated to hold a larger market share in
2021. The growth of the segment is due to the increased competition in large
enterprises from budding SMEs. Large enterprises are focusing on solutions to
effectively manage complex business process to enhance customer engagement.
Hence, these organizations are using advanced analytics solutions to
effectively manage complex operations. The SMEs segment is projected to
register a higher CAGR during the forecast period due to the growing need to
enhance business processes, reach new customers, and stay competitive and
control their spending.
Healthcare
and life sciences vertical is to have the highest CAGR during the forecast
period
The Advanced Analytics market has
been segmented based on verticals into BFSI, healthcare and life sciences, IT
and telecom, retail and consumer goods, manufacturing, government and defense,
transportation and logistics, media and entertainment, and other verticals
(education, energy and utilities, and travel and hospitality). The healthcare
and life sciences vertical is projected to grow at the highest CAGR during the
forecast period. Advanced analytics solutions provide care plans and educate
patients to improve patient care and outcomes while decreasing healthcare costs
to the healthcare firms.
North
America to hold the largest market share during the forecast period
In North America, advanced
analytics solutions and services are highly effective in most organizations and
verticals due to the increasing need to provides businesses with a way to
operationalize and get more value from data assets. Europe is gradually
advancing toward incorporating advanced analytics within its market. APAC is
showing a substantial rise in the adoption of advanced analytics solutions and
services during the forecast period, while Latin America and MEA are slowly
picking up advanced analytics due to its benefits for various industries to get
user insights in real time.
Key players offering Advanced
Analytics market. The major vendors covered IBM (US), Oracle (US), SAS
Institute (US), SAP (Germany), FICO (US), KNIME (Switzerland), Microsoft (US),
Altair (US), RapidMiner (US), AWS (US), Salesforce (US), TIBCO Software (US),
Alteryx (US), Teradata (US), Adobe (US), Absolutdata (US), Moody’s Analytics
(US), Qlik (US), Databricks (US), Dataiku (US), Kinetica (US), H2O.ai (US),
Domino Data Lab (US), DataRobot (US), DataChat (US), Imply (US), Promethium
(US), Siren (Ireland), Tellius (US), SOTA Solutions (Germany), and Vanti
Analytics (Israel).
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