The main stock market index in Pakistan (KSE 100) increased 2645 points or 2.30% since the beginning of 2025, according to trading on a contract for difference (CFD) that tracks this benchmark index from Pakistan. Pakistan Stock Market (KSE100) - values, historical data, forecasts and news - updated on March of 2025.

A significant correlation between financial news with stock market trends has been explored extensively. However, very little research has been conducted for stock prediction models that utilize news categories, weighted according to their relevance with the target stock. In this paper, we show that prediction accuracy can be enhanced by incorporating weighted news categories simultaneously into the prediction model. We suggest utilizing news categories associated with the structural hierarchy of the stock market: that is, news categories for the market, sector, and stock-related news. In this context, Long Short-Term Memory (LSTM) based Weighted and Categorized News Stock prediction model (WCN-LSTM) is proposed. The model incorporates news categories with their learned weights simultaneously. To enhance the effectiveness, sophisticated features are integrated into WCN-LSTM. These include, hybrid input, lexicon-based sentiment analysis, and deep learning to impose sequential learning. Experiments have been performed for the case of the Pakistan Stock Exchange (PSX) using different sentiment dictionaries and time steps. Accuracy and F1-score are used to evaluate the prediction model. We have analyzed the WCN-LSTM results thoroughly and identified that WCN-LSTM performs better than the baseline model. Moreover, the sentiment lexicon HIV4 along with time steps 3 and 7, optimized the prediction accuracy. We have conducted statistical analysis to quantitatively assess our findings. A qualitative comparison of WCN-LSTM with existing prediction models is also presented to highlight its superiority and novelty over its counterparts.

Baseline model’s (LSTM) optimized hyper-parameters values.

The Pakistani market for toilet paper, napkins, towels and tissue stock totaled $9.2B in 2024, stabilizing at the previous year. Overall, the total consumption indicated a buoyant increase from 2012 to 2024: its value increased at an average annual rate of +5.5% over the last twelve years. The trend pattern, however, indicated some noticeable fluctuations being recorded throughout the analyzed period. Based on 2024 figures, consumption decreased by -0.7% against 2022 indices.

The Asia Pacific Same Day Delivery Market is segmented by Mode Of Transport (Air, Road, Others), by Shipment Weight (Heavy Weight Shipments, Light Weight Shipments, Medium Weight Shipments), by Destination (Domestic, International), by End User Industry (E-Commerce, Financial Services (BFSI), Healthcare, Manufacturing, Primary Industry, Wholesale and Retail Trade (Offline), Others) and by Country (Australia, China, India, Indonesia, Japan, Malaysia, Pakistan, Philippines, Thailand, Vietnam). Key Data Points observed include Number of Parcels; Production Trends (Manufacturing, E-Commerce etc. in USD); Import and Export trends (in USD).

The Pakistani tissue paper market declined slightly to $5.3B in 2024, with a decrease of -2.2% against the previous year. Overall, the total consumption indicated a remarkable increase from 2012 to 2024: its value increased at an average annual rate of +6.2% over the last twelve years. The trend pattern, however, indicated some noticeable fluctuations being recorded throughout the analyzed period. Based on 2024 figures, consumption decreased by -6.5% against 2021 indices.

[Keywords] Market include Advanced Share Registry, Boardroom, Escrow Group, American Stock Transfer & Trust Company, Capita

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Cotton Market Size 2025-2029

The cotton market size is forecast to increase by USD 8.69 billion at a CAGR of 3.2% between 2024 and 2029.

The market is a significant contributor to the global economy, providing livelihoods for millions and supporting economic growth. Being the most commonly used natural fiber in textile production along with eco fiber, it accounts for one-third of all fibers produced worldwide. Cottonseed oil is among the diverse products derived from cotton, impacting export volumes and market trends. However, the industry faces challenges, including the adoption of new technologies by companies to enhance productivity and sustainability, as well as the overconsumption of water due to poor management and water pollution. These issues can negatively impact the market's growth and sustainability.
Moreover, the increasing demand for organic and sustainably produced cotton is a key trend driving market growth. Companies are responding by investing in sustainable farming practices and developing innovative technologies to reduce water usage and improve water management. Moreover, the rising popularity of Sleepwear and Loungewear, especially made from organic cotton, is further contributing to the market's expansion as consumers seek eco-friendly and comfortable clothing options. Overall, the market's future growth depends on the industry's ability to address these challenges and capitalize on emerging trends.

What will be the Size of the Cotton Market During the Forecast Period?

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The market encompasses Over-the-Counter (OTC) trading of cotton futures and options-based solutions, providing risk management tools for global textile mills and apparel manufacturing markets. Price volatility is a significant challenge In the market, impacting margins and long-term profitability. Our consulting and advisory services offer a strategic edge, enabling clients to navigate this complex market. Global cotton production and consumption are key drivers, with export demand for cotton fibers, yarn, and textile products influencing export volume in metric tons. 



Traditional diapers and garments are significant end-use industries, with apparel manufacturing markets showing consistent growth. Cotton fibers are a crucial raw material for the textile industry, making effective risk management essential for maintaining a competitive edge. Our team of experts stays updated on the latest market trends and developments to provide valuable insights and solutions.

How is this Cotton Industry segmented and which is the largest segment?

The cotton industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

Application

  Cotton fiber
  Cotton seed oil
  Cotton seed


Distribution Channel

  Offline
  Online


Geography

  APAC

    China
    India


  Middle East and Africa



  North America

    Canada
    US


  South America



  Europe

    Germany
    UK
    France

By Application Insights

The cotton fiber segment is estimated to witness significant growth during the forecast period.

Cotton, a natural fiber grown in tropical and subtropical regions, is a significant component of the global textile industry. India is the leading producer of cotton, catering to one-third of the world's fiber production. The textile mills and apparel manufacturing sector's expansion fuels the cotton industry's growth. Consumer preferences influence market trends, driving demand for cotton. Despite being an export crop, major processing occurs in countries like China and India. The market experiences fluctuations due to various factors, necessitating strategic planning, and flexibility for stakeholders.

Furthermore, over-the-counter (OTC) trading platforms offer an alternative for managing market risks. Professional consulting and advisory services can provide century-long expertise, helping businesses navigate this market's complexities and secure consistent margins.

Get a glance at the Cotton Industry report of share of various segments. Request Free Sample

The cotton fiber segment was valued at USD 37.14 billion in 2019 and showed a gradual increase during the forecast period.

Regional Analysis

APAC is estimated to contribute 87% to the growth of the global market during the forecast period.

Technavio's analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.

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The Asia Pacific (APAC) region is the largest producer of cotton globally, with China being the foremost player. While a significant portion of cotton production in APAC is consumed domestically, Western countries primarily

The objective of the study is to explore the relationship between country governance practices along with political stability and Economic policy uncertainty, and stock market performance of two different economies, Pakistan and Kurdistan region of Iraq. To meet our objectives, we used the 25 years past data from 1996 to 2021. Data is collected from the DataStream database. The regression analysis is used as the method of estimation for linear and moderation effect. Our results show that regulatory quality, rules of law and political stability has significant positive relationship with stock market performance of Pakistan, but all the governance indicators have significant positive relationship with stock market performance of the Kurdistan Region of Iraq. Moreover, political stability has significant moderating impact between the governance practices and the performance of the stock markets of both economies indicating that the governance practices perform well with the political stability that leads to rise in the stock market indices of selected countries. Economic policy uncertainty has significant negative moderation impact due to creating the risk in both economies that decrease the performance of the stock markets of the selected economies. Finally, our study advocated some implications for the investors to increase their confidence on the stock of high political stability and low economic policy uncertainty economies. Government can take significant measures to control the uncertainty of the policy and portfolio managers can adjust their risk on the ground of the political stability and efficient governance practices countries.

As of December 30, 2024, the major economy with the highest yield on 10-year government bonds was Turkey, with a yield of 27.38 percent. This is due to the risks investors take when investing in Turkey, notably due to high inflation rates potentially eradicating any profits made when using a foreign currency to investing in securities denominated in Turkish lira. Of the major developed economies, United States had one the highest yield on 10-year government bonds at this time with 4.59 percent, while Switzerland had the lowest at 0.27 percent. How does inflation influence the yields of government bonds? Inflation reduces purchasing power over time. Due to this, investors seek higher returns to offset the anticipated decrease in purchasing power resulting from rapid price rises. In countries with high inflation, government bond yields often incorporate investor expectations and risk premiums, resulting in comparatively higher rates offered by these bonds. Why are government bond rates significant? Government bond rates are an important indicator of financial markets, serving as a benchmark for borrowing costs, interest rates, and investor sentiment. They affect the cost of government borrowing, influence the price of various financial instruments, and serve as a reflection of expectations regarding inflation and economic growth. For instance, in financial analysis and investing, people often use the 10-year U.S. government bond rates as a proxy for the longer-term risk-free rate.

The stock market is the barometer of the economy that reflects the overall health and direction of the economic development and is affected by different factors including social, environmental and political. It is important to investigate the effect of the political instability on the stock market performance, especially on emerging economies. Therefore, we aim to study the relationship between political instability and stock market performance in Pakistan. To meet our objectives, we used past data from 1996 to 2021. Data are collected from the DataStream data base. MSCI indices are used as the proxy for the Stock market performance of the selected country. World governance six indicators are used in the study as the explanatory variable concentrating the political instability index as the main explanatory variable. Regression analysis is used but two-way robustness analysis was done for the accuracy of the findings through GMM methods and taking GDP as another endogenous variable. Our findings shows that the political stability has significant positive impact on the stock market performance while, political instability has negative impact on stock market performance. Moreover, other governance indicators has a significant positive impact on performance. However, political instability disrupts the operations and economical activities that leads to decrease the investor confidence and also decrease the foreign investment with the increment of the risk in the country. Moreover, our study has some implications for investors to develop the diversified portfolio to minimize the risk and policy makers can increase their foreign direct investment within the economy by controlling the political instability.

The growing trend of interdependence between the international stock markets indicated the amalgamation of risk across borders that plays a significant role in portfolio diversification by selecting different assets from the financial markets and is also helpful for making extensive economic policy for the economies. By applying different methodologies, this study undertakes the volatility analysis of the emerging and OECD economies and analyzes the co-movement pattern between them. Moreover, with that motive, using the wavelet approach, we provide strong evidence of the short and long-run risk transfer over different time domains from Malaysia to its trading partners. Our findings show that during the Asian financial crisis (1997–98), Malaysia had short- and long-term relationships with China, Germany, Japan, Singapore, the UK, and Indonesia due to both high and low-frequency domains. Meanwhile, after the Global financial crisis (2008–09), it is being observed that Malaysia has long-term and short-term synchronization with emerging (China, India, Indonesia), OECD (Germany, France, USA, UK, Japan, Singapore) stock markets but Pakistan has the low level of co-movement with Malaysian stock market during the global financial crisis (2008–09). Moreover, it is being seen that Malaysia has short-term at both high and low-frequency co-movement with all the emerging and OECD economies except Japan, Singapore, and Indonesia during the COVID-19 period (2020–21). Japan, Singapore, and Indonesia have long-term synchronization relationships with the Malaysian stock market at high and low frequencies during COVID-19. While in a leading-lagging relationship, Malaysia’s stock market risk has both leading and lagging behavior with its trading partners’ stock market risk in the selected period; this behavior changes based on the different trade and investment flow factors. Moreover, DCC-GARCH findings shows that Malaysian market has both short term and long-term synchronization with trading partners except USA. Conspicuously, the integration pattern seems that the cooperation development between stock markets matters rather than the regional proximity in driving the cointegration. The study findings have significant implications for investors, governments, and policymakers around the globe.

The market for the halal food and beverage industry sector has experienced rapid growth in recent years, which indicate excellent investment opportunities. This paper examine the effect of Technical Efficiency (TE) on firm value in 5 selected influential countries in halal food and beverage sector based on Global Islamic Economy Report 2020. Two steps estimation was used to run the data, using the Stochastic Frontier Analysis (SFA) model to determine the company’s TE and panel data to test the effect of TE through firm value. The results show that Indonesia has the highest score for TE (62%), followed by Pakistan (59%), South Africa (57%), Malaysia (55%), and Singapore (52%), which means, in general, there is inefficiency in allocating resources over 38% up to 48% and needs to be improved by halal food and beverage companies in. Regarding panel data, all countries sample except Pakistan highlight that TE significantly affect company value. It indicates that the crucial part of managing efficiency can be a sign in stock market performance. The result shows that company managers should set efficiency strategies to their business process for creating sustainability and increase their value in the capital market. As for investors, this TE can be used as an indicator before choosing company stocks; if the company is efficient, then it is worthy of being one of the portfolio assets. Form the government side, the finding can help them to set appropriate policy setting to boost halal food and beverages industry such as giving subsidy or incentive to increase the efficiency ability of halal food and beverage companies and identify the industry’s strength by comparing the result of TE between 5 countries.

The stock market is the barometer of the economy that reflects the overall health and direction of the economic development and is affected by different factors including social, environmental and political. It is important to investigate the effect of the political instability on the stock market performance, especially on emerging economies. Therefore, we aim to study the relationship between political instability and stock market performance in Pakistan. To meet our objectives, we used past data from 1996 to 2021. Data are collected from the DataStream data base. MSCI indices are used as the proxy for the Stock market performance of the selected country. World governance six indicators are used in the study as the explanatory variable concentrating the political instability index as the main explanatory variable. Regression analysis is used but two-way robustness analysis was done for the accuracy of the findings through GMM methods and taking GDP as another endogenous variable. Our findings shows that the political stability has significant positive impact on the stock market performance while, political instability has negative impact on stock market performance. Moreover, other governance indicators has a significant positive impact on performance. However, political instability disrupts the operations and economical activities that leads to decrease the investor confidence and also decrease the foreign investment with the increment of the risk in the country. Moreover, our study has some implications for investors to develop the diversified portfolio to minimize the risk and policy makers can increase their foreign direct investment within the economy by controlling the political instability.

Palm Oil decreased 155 MYR/MT or 3.49% since the beginning of 2025, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Palm Oil - values, historical data, forecasts and news - updated on March of 2025.

This research explores the link between stock markets and banking deposits in South Asian (Pakistan, India, Sri Lanka, Nepal) countries. This study empirically examines the systemic risk potential of financial institutions in South Asia using current systemic risk statistics. Yearly data on stock prices and banking deposits from January 2000 to December 2020 were analyzed using a two-stage process. In the first phase, we measure VaR (value at risk), and in the second step, we measure the DCC GARCH model for our empirical analysis. The study findings reveal systemic risk spillover between the stock markets of South Asian countries and the relevant country’s banking system deposits. The policymakers can use our study findings to create a more sustainable financial sector.

Cobalt increased 9,310 USD/T or 38.31% since the beginning of 2025, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Cobalt - values, historical data, forecasts and news - updated on March of 2025.

Cotton decreased 2.70 USd/Lbs or 3.95% since the beginning of 2025, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Cotton - values, historical data, forecasts and news - updated on March of 2025.