Global Flexible Display Market Opportunities and Forecast 2023-2030

  •   DLR2567
  •   June, 2022
  •   Pages: 120
  •  Global
Flexible Display Market Overview

A flexible display is a visual output surface that is designed to be able to withstand being folded, bent, and twisted. Typically screens that use flexible displays are made of OLED displays. Flexible displays are becoming more prevalent in foldable technology such as smartphones, which are designed to be folded or closed like a book. The global Flexible Display market has made massive paces on account of the presence of many global giants continuously investing in research and development to come up with more pioneering products.
 
Flexible displays, which have a technologically superior display structure that is conformal and flexible, have the largest demand in the market rather than traditional displays. Furthermore, increasing sales of consumer electronics like wearable devices, smartphones, and television, and computer peripherals are boosting demand for flexible displays. This is because flexible displays are used in portable electronics on account of their durability and bendable nature. All these factors remarkably contribute to the growth of the global Flexible Display market.
 
Additionally, the use of flexible displays in nascent models of cell phones and iPads shall also make additional revenues for the vendors existing in the global flexible displays market. Moreover, the use of flexible displays in electronic watches and other personal accessories is escalating the growth of the market. In addition, increasing demand for flexible displays from healthcare and automotive among other industries is estimated to create various growth opportunities for the Flexible Display market. Further, technological progressions in the field of display technologies have led to the introduction of state-of-the-art flexible displays, creating new growth opportunities for the key players operating in the market.
 
Covid-19 Impact on Flexible Display Market

Like many other industries, COVID-19 badly knocked the electronic and semiconductor industries. This unprecedented event has impacted nearly 230 countries in just a few weeks, resulting in the forced shutdown of manufacturing and transportation activities within and across the countries. This has directly affected the overall sector's growth. It is estimated that COVID-19 to leave more than USD 30 billion impacts on the electronics and semiconductor industry. The sector is majorly affected due to transport restrictions on major electronics and semiconductor raw material providers. However, the emerging need for semiconductors in several industries will offer rapid market recovery over the future period.

Flexible Display Market Segment Overview

In terms of technology, the OLED segment occupied a prominent market share and is anticipated to grow significantly throughout the forecast period. OLED-based flexible displays can be subjected to a high degree of flexibility, consume less energy, and hence are increasingly finding adoption in smartphones. Additionally, OLED flexible displays are also relatively smooth in design and lightweight as compared to LCDs since they do not need backlight or filters. Based on the Application, The Smartphone segment is projected to witness considerable growth over the forecast period. The introduction of the smart city concept, digital signage systems with flexible displays is expected to be widely used for map displays and advertising in the coming years.

Flexible Display Market, By Form Factor
·       Curved Display
·       Bendable and Foldable Display
·       Rollable Display
 
Flexible Display Market, By Technology
·       OLED
·       EPD
·       LCD
 
Flexible Display Market, By Application
·       Military Equipment
·       Smartphone
·       Computer and Peripherals
·       Wearable Devices
·       Television
 
Flexible Display Regional Overview

Region-wise, North America commanded a major share of the global Flexible Display market and is predictable to maintain its supremacy over the forecast period. This is due to the increasing demand for energy-efficient devices and the presence of the many prominent manufacturers in this region. Additionally, the Army’s Flexible Display Centre (FDC) is designing flexible display technologies for soldiers so that they can improve their operational field capabilities. This fact further boosts the market’s growth in this region. Europe is another major region for the Flexible Display market. This is because Europe is one of the main markets for semiconductors in the world. Likewise, Asia Pacific is expected to expand with an impressive CAGR over the forecast period. Important factors such as the increasing demand for compact and lightweight electronic devices. Furthermore, the proliferation of smartphones and the growing adoption of advanced technologies, such as 3D displays and augmented reality are anticipated to have a positive impact on the regional market’s growth.
 
Flexible Display Market, By Geography

·       North America (US & Canada)
·       Europe (UK, Germany, France, Italy, Spain, Russia & Rest of Europe)
·       Asia-Pacific (Japan, China, India, Australia, & South Korea, & Rest of Asia-Pacific)
·       LAMEA (Brazil, Saudi Arabia, UAE & Rest of LAMEA)
 
Flexible Display Market, Key Players

·       Panasonic Corporation
·       Samsung Electronics Co. Ltd.
·       Universal Display Corporation
·       Atmel Corporation
·       Koninklijke Philips N.V.
·       Sharp Corporation
·       LG Display

Flexible Display Market Study Global Market Analysis, Insights and Forecast, 2020-2027

    1. Introduction

    • 1.1. Research Scope
    • 1.2. Market Segmentation
    • 1.3. Research Methodology
    • 1.4. Definitions and Assumptions

    2. Executive Summary

      3. Market Dynamics

      • 3.1. Market Drivers
      • 3.2. Market Restraints
      • 3.3. Market Opportunities

      4. Key Insights

      • 4.1. Key Emerging Trends – For Major Countries
      • 4.2. Latest Technological Advancement
      • 4.3. Regulatory Landscape
      • 4.4. Industry SWOT Analysis
      • 4.5. Porters Five Forces Analysis

      5. Global Flexible Display Market Analysis (USD Billion), Insights and Forecast, 2020-2027

      • 5.1. Key Findings / Summary
      • 5.2. Market Analysis, Insights and Forecast – By Form Factor
        • 5.2.1. Curved Display
        • 5.2.2. Bendable and Foldable Display
        • 5.2.3. Rollable Display
      • 5.3. Market Analysis, Insights and Forecast – By Technology
        • 5.3.1. OLED
        • 5.3.2. EPD
        • 5.3.3. LCD
      • 5.4. Market Analysis, Insights and Forecast – By Application
        • 5.4.1. Military Equipment
        • 5.4.2. Smartphone
        • 5.4.3. Computer and Peripherals
        • 5.4.4. Wearable Devices
        • 5.4.5. Television
      • 5.5. Market Analysis, Insights and Forecast – By Region
        • 5.5.1. North America
        • 5.5.2. Europe
        • 5.5.3. Asia Pacific
        • 5.5.4. Latin America, Middle East and Africa

      6. North America Flexible Display Market Analysis (USD Billion), Insights and Forecast, 2020-2027

      • 6.1. Key Findings / Summary
      • 6.2. Market Analysis, Insights and Forecast – By Form Factor
        • 6.2.1. Curved Display
        • 6.2.2. Bendable and Foldable Display
        • 6.2.3. Rollable Display
      • 6.3. Market Analysis, Insights and Forecast – By Technology
        • 6.3.1. OLED
        • 6.3.2. EPD
        • 6.3.3. LCD
      • 6.4. Market Analysis, Insights and Forecast – By Application
        • 6.4.1. Military Equipment
        • 6.4.2. Smartphone
        • 6.4.3. Computer and Peripherals
        • 6.4.4. Wearable Devices
        • 6.4.5. Television
      • 6.5. Market Analysis, Insights and Forecast – By Country
        • 6.5.1. U.S.
        • 6.5.2. Canada

      7. Europe Flexible Display Market Analysis (USD Billion), Insights and Forecast, 2020-2027

      • 7.1. Key Findings / Summary
      • 7.2. Market Analysis, Insights and Forecast – By Form Factor
        • 7.2.1. Curved Display
        • 7.2.2. Bendable and Foldable Display
        • 7.2.3. Rollable Display
      • 7.3. Market Analysis, Insights and Forecast – By Technology
        • 7.3.1. OLED
        • 7.3.2. EPD
        • 7.3.3. LCD
      • 7.4. Market Analysis, Insights and Forecast – By Application
        • 7.4.1. Military Equipment
        • 7.4.2. Smartphone
        • 7.4.3. Computer and Peripherals
        • 7.4.4. Wearable Devices
        • 7.4.5. Television
      • 7.5. Market Analysis, Insights and Forecast – By Country
        • 7.5.1. UK
        • 7.5.2. Germany
        • 7.5.3. France
        • 7.5.4. Italy
        • 7.5.5. Spain
        • 7.5.6. Russia
        • 7.5.7. Rest of Europe

      8. Asia Pacific Flexible Display Market Analysis (USD Billion), Insights and Forecast, 2020-2027

      • 8.1. Key Findings / Summary
      • 8.2. Market Analysis, Insights and Forecast – By Form Factor
        • 8.2.1. Curved Display
        • 8.2.2. Bendable and Foldable Display
        • 8.2.3. Rollable Display
      • 8.3. Market Analysis, Insights and Forecast – By Technology
        • 8.3.1. OLED
        • 8.3.2. EPD
        • 8.3.3. LCD
      • 8.4. Market Analysis, Insights and Forecast – By Application
        • 8.4.1. Military Equipment
        • 8.4.2. Smartphone
        • 8.4.3. Computer and Peripherals
        • 8.4.4. Wearable Devices
        • 8.4.5. Television
      • 8.5. Market Analysis, Insights and Forecast – By Country
        • 8.5.1. China
        • 8.5.2. India
        • 8.5.3. Japan
        • 8.5.4. Australia
        • 8.5.5. South East Asia
        • 8.5.6. Rest of Asia Pacific

      9. Latin America, Middle East and Africa Flexible Display Market Analysis (USD Billion), Insights and Forecast, 2020-2027

      • 9.1. Key Findings / Summary
      • 9.2. Market Analysis, Insights and Forecast – By Form Factor
        • 9.2.1. Curved Display
        • 9.2.2. Bendable and Foldable Display
        • 9.2.3. Rollable Display
      • 9.3. Market Analysis, Insights and Forecast – By Technology
        • 9.3.1. OLED
        • 9.3.2. EPD
        • 9.3.3. LCD
      • 9.4. Market Analysis, Insights and Forecast – By Application
        • 9.4.1. Military Equipment
        • 9.4.2. Smartphone
        • 9.4.3. Computer and Peripherals
        • 9.4.4. Wearable Devices
        • 9.4.5. Television
      • 9.5. Market Analysis, Insights and Forecast – By Country
        • 9.5.1. Brazil
        • 9.5.2. Saudi Arabia
        • 9.5.3. UAE
        • 9.5.4. Rest of LAMEA

      10. Competitive Analysis

      • 10.1. Company Market Share Analysis, 2018
      • 10.2. Key Industry Developments
      • 10.3. Company Profile
      • 10.4. Panasonic Corporation
        • 10.4.1. Business Overview
        • 10.4.2. Segment 1 & Service Offering
        • 10.4.3. Overall Revenue
        • 10.4.4. Geographic Presence
        • 10.4.5. Recent Development
      *Similar details will be provided for the following companies
      • 10.5. Samsung Electronics Co. Ltd.
      • 10.6. Universal Display Corporation
      • 10.7. Atmel Corporation
      • 10.8. Koninklijke Philips N.V.
      • 10.9. Sharp Corporation
      List of Figures

      Figure 1: Global Flexible Display Market Revenue Breakdown (USD Billion, %) by Region, 2019 & 2027
      Figure 2: Global Market Value Share (%), By Segment 1, 2019 & 2027
      Figure 3: Global Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 4: Global Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 5: Global Market Value Share (%), By Segment 2, 2019 & 2027
      Figure 6: Global Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 7: Global Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 8: Global Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 9: Global Flexible Display Market Forecast (USD Billion), by Others, 2016-2027
      Figure 10: Global Market Value Share (%), By Segment 3, 2019 & 2027
      Figure 11: Global Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 12: Global Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 13: Global Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 14: Global Market Forecast (USD Billion), by Others, 2016-2027
      Figure 15: Global Market Value (USD Billion), by Region, 2019 & 2027
      Figure 16: North America Flexible Display Market Value Share (%), By Segment 1, 2019 & 2027
      Figure 17: North America Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 18: North America Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 19: North America Market Value Share (%), By Segment 2, 2019 & 2027
      Figure 20: North America Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 21: North America Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 22: North America Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 23: North America Market Forecast (USD Billion), by Others, 2016-2027
      Figure 24: North America Market Value Share (%), By Segment 3, 2019 & 2027
      Figure 25: North America Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 26: North America Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 27: North America Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 28: North America Market Forecast (USD Billion), by Others, 2016-2027
      Figure 29: North America Market Forecast (USD Billion), by U.S., 2016-2027
      Figure 30: North America Market Forecast (USD Billion), by Canada, 2016-2027
      Figure 31: Latin America Flexible Display Market Value Share (%), By Segment 1, 2019 & 2027
      Figure 32: Latin America Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 33: Latin America Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 34: Latin America Market Value Share (%), By Segment 2, 2019 & 2027
      Figure 35: Latin America Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 36: Latin America Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 37: Latin America Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 38: Latin America Market Forecast (USD Billion), by Others, 2016-2027
      Figure 39: Latin America Market Value Share (%), By Segment 3, 2019 & 2027
      Figure 40: Latin America Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 41: Latin America Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 42: Latin America Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 43: Latin America Market Forecast (USD Billion), by Others, 2016-2027
      Figure 44: Latin America Market Forecast (USD Billion), by Brazil, 2016-2027
      Figure 45: Latin America Market Forecast (USD Billion), by Mexico, 2016-2027
      Figure 46: Latin America Market Forecast (USD Billion), by Rest of Latin America, 2016-2027
      Figure 47: Europe Flexible Display Market Value Share (%), By Segment 1, 2019 & 2027
      Figure 48: Europe Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 49: Europe Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 50: Europe Market Value Share (%), By Segment 2, 2019 & 2027
      Figure 51: Europe Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 52: Europe Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 53: Europe Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 54: Europe Market Forecast (USD Billion), by Others, 2016-2027
      Figure 55: Europe Market Value Share (%), By Segment 3, 2019 & 2027
      Figure 56: Europe Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 57: Europe Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 58: Europe Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 59: Europe Market Forecast (USD Billion), by Others, 2016-2027
      Figure 60: Europe Market Forecast (USD Billion), by U.K., 2016-2027
      Figure 61: Europe Market Forecast (USD Billion), by Germany, 2016-2027
      Figure 62: Europe Market Forecast (USD Billion), by France, 2016-2027
      Figure 63: Europe Market Forecast (USD Billion), by Italy, 2016-2027
      Figure 64: Europe Market Forecast (USD Billion), by Spain, 2016-2027
      Figure 65: Europe Market Forecast (USD Billion), by Russia, 2016-2027
      Figure 66: Europe Market Forecast (USD Billion), by Rest of Europe, 2016-2027
      Figure 67: Asia Pacific Flexible Display Market Value Share (%), By Segment 1, 2019 & 2027
      Figure 68: Asia Pacific Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 69: Asia Pacific Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 70: Asia Pacific Market Value Share (%), By Segment 2, 2019 & 2027
      Figure 71: Asia Pacific Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 72: Asia Pacific Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 73: Asia Pacific Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 74: Asia Pacific Market Forecast (USD Billion), by Others, 2016-2027
      Figure 75: Asia Pacific Market Value Share (%), By Segment 3, 2019 & 2027
      Figure 76: Asia Pacific Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 77: Asia Pacific Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 78: Asia Pacific Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 79: Asia Pacific Market Forecast (USD Billion), by Others, 2016-2027
      Figure 80: Asia Pacific Market Forecast (USD Billion), by China, 2016-2027
      Figure 81: Asia Pacific Market Forecast (USD Billion), by India, 2016-2027
      Figure 82: Asia Pacific Market Forecast (USD Billion), by Japan, 2016-2027
      Figure 83: Asia Pacific Market Forecast (USD Billion), by Australia, 2016-2027
      Figure 84: Asia Pacific Market Forecast (USD Billion), by Southeast Asia, 2016-2027
      Figure 85: Asia Pacific Market Forecast (USD Billion), by Rest of Asia Pacific, 2016-2027
      Figure 86: Middle East & Africa Flexible Display Market Value Share (%), By Segment 1, 2019 & 2027
      Figure 87: Middle East & Africa Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 88: Middle East & Africa Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 89: Middle East & Africa Market Value Share (%), By Segment 2, 2019 & 2027
      Figure 90: Middle East & Africa Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 91: Middle East & Africa Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 92: Middle East & Africa Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 93: Middle East & Africa Market Forecast (USD Billion), by Others, 2016-2027
      Figure 94: Middle East & Africa Market Value Share (%), By Segment 3, 2019 & 2027
      Figure 95: Middle East & Africa Market Forecast (USD Billion), by Sub-Segment 1, 2016-2027
      Figure 96: Middle East & Africa Market Forecast (USD Billion), by Sub-Segment 2, 2016-2027
      Figure 97: Middle East & Africa Market Forecast (USD Billion), by Sub-Segment 3, 2016-2027
      Figure 98: Middle East & Africa Market Forecast (USD Billion), by Others, 2016-2027
      Figure 99: Middle East & Africa Market Forecast (USD Billion), by GCC, 2016-2027
      Figure 100: Middle East & Africa Market Forecast (USD Billion), by South Africa, 2016-2027
      Figure 101: Middle East & Africa Market Forecast (USD Billion), by Rest of Middle East & Africa, 2016-2027 
      List of Tables
      Table 1: Global Flexible Display Market Revenue (USD Billion) Forecast, by Segment 1, 2016-2027
      Table 2: Global Market Revenue (USD Billion) Forecast, by Segment 2, 2016-2027
      Table 3: Global Market Revenue (USD Billion) Forecast, by Segment 3, 2016-2027
      Table 4: Global Market Revenue (USD Billion) Forecast, by Region, 2016-2027
      Table 5: North America Flexible Display Market Revenue (USD Billion) Forecast, by Segment 1, 2016-2027
      Table 6: North America Market Revenue (USD Billion) Forecast, by Segment 2, 2016-2027
      Table 7: North America Market Revenue (USD Billion) Forecast, by Segment 3, 2016-2027
      Table 8: North America Market Revenue (USD Billion) Forecast, by Country, 2016-2027
      Table 9: Europe Flexible Display Market Revenue (USD Billion) Forecast, by Segment 1, 2016-2027
      Table 10: Europe Market Revenue (USD Billion) Forecast, by Segment 2, 2016-2027
      Table 11: Europe Market Revenue (USD Billion) Forecast, by Segment 3, 2016-2027
      Table 12: Europe Market Revenue (USD Billion) Forecast, by Country, 2016-2027
      Table 13: Latin America Flexible Display Market Revenue (USD Billion) Forecast, by Segment 1, 2016-2027
      Table 14: Latin America Market Revenue (USD Billion) Forecast, by Segment 2, 2016-2027
      Table 15: Latin America Market Revenue (USD Billion) Forecast, by Segment 3, 2016-2027
      Table 16: Latin America Market Revenue (USD Billion) Forecast, by Country, 2016-2027
      Table 17: Asia Pacific Flexible Display Market Revenue (USD Billion) Forecast, by Segment 1, 2016-2027
      Table 18: Asia Pacific Market Revenue (USD Billion) Forecast, by Segment 2, 2016-2027
      Table 19: Asia Pacific Market Revenue (USD Billion) Forecast, by Segment 3, 2016-2027
      Table 20: Asia Pacific Market Revenue (USD Billion) Forecast, by Country, 2016-2027
      Table 21: Middle East & Africa Flexible Display Market Revenue (USD Billion) Forecast, by Segment 1, 2016-2027
      Table 22: Middle East & Africa Market Revenue (USD Billion) Forecast, by Segment 2, 2016-2027
      Table 23: Middle East & Africa Market Revenue (USD Billion) Forecast, by Segment 3, 2016-2027
      Table 24: Middle East & Africa Market Revenue (USD Billion) Forecast, by Country, 2016-2027
      Research Process

      Data Library Research are conducted by industry experts who offer insight on industry structure, market segmentations technology assessment and competitive landscape (CL), and penetration, as well as on emerging trends. Their analysis is based on primary interviews (~ 80%) and secondary research (~ 20%) as well as years of professional expertise in their respective industries. Adding to this, by analysing historical trends and current market positions, our analysts predict where the market will be headed for the next five years. Furthermore, the varying trends of segment & categories geographically presented are also studied and the estimated based on the primary & secondary research.

      In this particular report from the supply side Data Library Research has conducted primary surveys (interviews) with the key level executives (VP, CEO’s, Marketing Director, Business Development Manager and SOFT) of the companies that active & prominent as well as the midsized organization

      FIGURE 1: DLR RESEARH PROCESS

      research-methodology1

      Primary Research

      Extensive primary research was conducted to gain a deeper insight of the market and industry performance. The analysis is based on both primary and secondary research as well as years of professional expertise in the respective industries.

      In addition to analysing current and historical trends, our analysts predict where the market is headed over the next five years.

      It varies by segment for these categories geographically presented in the list of market tables. Speaking about this particular report we have conducted primary surveys (interviews) with the key level executives (VP, CEO’s, Marketing Director, Business Development Manager and many more) of the major players active in the market.

      Secondary Research

      Secondary research was mainly used to collect and identify information useful for the extensive, technical, market-oriented, and Friend’s study of the Global Extra Neutral Alcohol. It was also used to obtain key information about major players, market classification and segmentation according to the industry trends, geographical markets, and developments related to the market and technology perspectives. For this study, analysts have gathered information from various credible sources, such as annual reports, sec filings, journals, white papers, SOFT presentations, and company web sites.

      Market Size Estimation

      Both, top-down and bottom-up approaches were used to estimate and validate the size of the Global market and to estimate the size of various other dependent submarkets in the overall Extra Neutral Alcohol. The key players in the market were identified through secondary research and their market contributions in the respective geographies were determined through primary and secondary research.

      Forecast Model

      research-methodology2