Seasonal Adjustment

Seasonal adjustment is a statistical method that removes predictable, recurring calendar-related patterns from time-series data, making underlying economic movements easier to interpret. In macroeconomics, analysts estimate seasonal effects from historical observations, including regular changes linked to weather, holidays, school schedules, or production cycles, and subtract or divide them from reported values. The resulting seasonally adjusted series supports clearer comparisons across months or quarters and helps distinguish genuine changes in employment, retail sales, industrial output, and gross domestic product from normal seasonal variation. Seasonal adjustment therefore improves economic monitoring, forecasting, policy analysis, and assessment of business-cycle conditions.

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JoVE Business - Macroeconomics

Seasonal Fluctuations

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2026

Seasonal fluctuations refer to regular and predictable changes in economic activity that happen at specific times each year. These variations arise from recurring influences such as weather conditions, holidays, and institutional schedules. Unlike business cycles, which are irregular, seasonal fluctuations are predictable and happen every year.Weather patterns can affect the economy. Certain industries, such as agriculture and construction, tend to experience higher or lower activity during...

Secondary Offering: Seasoned Equity Offering

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2026

A Secondary Offering, or Seasoned Equity Offering (SEO), plays a crucial role in a company’s financial strategy and market dynamics. It allows publicly traded companies to raise additional capital or facilitate the sale of existing shares.The significance of an SEO depends on its type:For Companies – A dilutive secondary offering helps raise capital for expansion, research, acquisitions, or debt repayment. This can strengthen a company’s financial position and fuel growth. However, issuing new...

Adjusting Entries

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2025

In accounting, a business's economic activities are segmented into designated time intervals, typically monthly, quarterly, or annually, known as accounting periods. This segmentation facilitates consistent tracking, summarization, and reporting of financial data, enabling stakeholders to accurately evaluate a company's performance and financial position. Companies must incorporate adjusting entries at the close of each period to ensure that financial reports conform to the accrual basis of...

Price Adjustment Strategies I

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2024

Price adjustment strategies refer to how companies modify their basic prices to account for customer differences and changing market conditions. These include: Discounts: Offering temporary reductions can incentivize purchases, reward customer loyalty, and clear out inventory—for example, seasonal or clearance sales by an apparel retailer. Trade-in allowances: These lower the purchase price for customers who trade in an old item, stimulating new sales. For example, Apple offers trade-in...

Price Adjustment Strategies II

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2024

Price adjustment strategies also vary based on customer demand, location, and competition. • Dynamic and Internet Pricing is a strategy where prices are continuously adjusted based on individual customer needs. Uber, for example, increases fares during peak hours due to high demand. Similarly, Amazon changes product prices daily, considering factors like demand, competition, and customer behavior. • International Pricing involves setting different product prices in different countries based...

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