Fwhitespace

This section analyses market demand fluctuations over time by examining review trends and seasonality, focusing on key shopping events such as "Double Eleventh Day" and the "618 Festival," as well as summer and winter holidays. These insights guide market marketing and inventory management.

Data Analysis

---

Yearly Comments Trend Across Different Datasets

We first explore the yearly trends in the number of reviews on three different platforms: Dangdang, Jingdong, and Kongfuzi.

Dangdang:

• Reviews were lower before 2010, with a significant increase starting in 2011.
• Peaks occurred in 2012 and 2014, after which the number of reviews stabilised at a certain level.

Jingdong:

• Reviews have been gradually increasing since 2004.
• Significant fluctuations in review numbers appeared from 2012, particularly between 2016 and 2020, with multiple peaks.
• These peaks correlate with Jingdong's major promotional events such as the "618" and "Double 11" shopping festivals, which attract high user participation.

Kongfuzi:

• The number of reviews is much lower compared to Dangdang and Jingdong, likely due to Kongfz's niche market focus on second-hand books.
• Peaks occurred in 2004, 2009, and 2016, with larger fluctuations indicating less stable demand and supply in the second-hand book market.

Having established the yearly trends across the three platforms, we now focus on the monthly comments trends specifically for Jingdong and Kongfuzi from 2015 to 2020 to identify more granular seasonal patterns. Dangdang is excluded from this analysis due to its more stable trend and to maintain a clear comparison between the varied trends of Jingdong and Kongfuzi.

Monthly Comments Heatmap (2015-2020)

Based on the heatmap visualisations, we can delve deeper into the data and explore some additional insights:

Jingdong's Spikes:

• January: Moderate activity from post-holiday purchases.
• March: The high activity in March may be driven by early spring promotions, new book releases, or specific campaigns targeting spring readers.
• May: The spike in May suggests significant pre-618 promotional activities. Retailers often start early promotions to build up excitement and sales momentum leading to the 618 Shopping Festival.
• June: The substantial increase in comments during June aligns with the 618 Shopping Festival and the beginning of summer vacation.
• September: Increased activity due to back-to-school season.
• October: The spike in October indicates preparatory activities for Singles' Day in November. This period is crucial for retailers to ramp up marketing efforts.
• November: The highest activity is observed in November, directly related to Singles' Day (Double 11), the world's largest shopping festival.

Kongfuzi's Spikes:

• May: Increased comments from specific promotions.
• July and September: Moderate activity from summer vacation and back-to-school purchases.
• October: Noticeable increase, indicating preparatory activities for Singles' Day.

Fwhitespace

Results and Findings

This analysis delineates market demand fluctuations by examining review trends across major Chinese shopping platforms—Dangdang, Jingdong, and Kongfuzi—highlighting the impact of promotional events and seasonal shopping periods. The review patterns on Dangdang stabilised post-2014 following a peak, suggesting a maturation in marketing strategies that sustained consumer engagement. Conversely, Jingdong exhibited a consistent increase in reviews, with noticeable peaks correlating with major sales events like "618" and "Double 11," indicating robust consumer participation during these festivals. Kongfuzi, catering to a niche market for second-hand books, displayed less stability with sporadic peaks, reflecting the fluctuating availability and consumer interest in this sector.

To further elucidate these trends, the monthly review data from Jingdong and Kongfuzi between 2015 and 2020 was analysed. Jingdong's review counts peaked during strategic promotional periods: pre-618 buildup in May, the commencement of summer vacations in June, and preparatory activities for the Singles' Day in November, which consistently marked the highest consumer activity of the year. In contrast, Kongfuzi’s review spikes in May, July, and October suggest targeted promotional efforts impacting review volumes during key months.

Fwhitespace

Discussion

The segmentation of the market can be discerned through the analysis of consumer behaviour patterns across different platforms. Dangdang and Jingdong, with their broader and more varied inventory, appeal to both mainstream consumers looking for affordability and niche segments looking for special features or collectibles. In contrast, Kongfuzi’s market focus on second-hand and potentially rare books caters to a distinctly different segment, likely characterised by collectors and perhaps budget-conscious readers who still value content but are less influenced by the immediacy of new releases.

The segmentation is further complicated by the observed fluctuations in consumer engagement during significant sales events such as the "618" and "Double 11" festivals, as well as seasonal variations like summer and winter holidays. These patterns suggest that timing and seasonal promotions play critical roles in consumer purchase behaviour, with spikes in activity indicating heightened consumer responsiveness to promotional pricing and special offers.

Strategic Implications

From a strategic standpoint, publishers and distributors can leverage these insights to tailor their marketing and pricing strategies. For the general market, maintaining an attractive price point within the identified sensitive range of ¥20-40 could maximise volume and market penetration. For the niche market, a focus on differentiated products that justify higher price points through added value could attract and retain consumers willing to invest in premium products.

Moreover, the timing of releases and promotions should be strategically planned around peak engagement periods identified in the analysis. Utilising data-driven approaches to align marketing campaigns with consumer behaviour trends during these key periods could significantly enhance sales effectiveness.