Skin-tuition: Unmasking Skincare Secrets

DataRes at UCLA
10 min readJan 17, 2025

--

Junying Li (Project Lead), Olivia Nguyen, Qiyang Chen, Rachel Szeto

Introduction

Skincare has long been a glimmering beacon of hope — a magical solution promising smooth skin, eternal youth, vanished wrinkles, and a return to the glow of being 18. The skincare industry dazzles with bold claims and luxurious packaging, offering hope in a jar for every skin concern. But do these promises truly deliver, or are they just beautifully marketed illusions? By unraveling the complexities of formulations and examining the interplay of ingredients, pricing, and functionality, this exploration uncovers whether the industry lives up to its lofty promises or simply sells the dream.

Analyzing the formulation of skincare products, including the ingredients and their combinations, is essential for understanding their effectiveness. Ingredients can be broadly categorized into two main groups based on their functionalities: active and inactive ingredients. Active ingredients are those that directly contribute to the product’s primary benefits, addressing specific skin concerns. In contrast, inactive ingredients support the formulation’s texture, stability, and overall user experience but do not provide therapeutic effects. Below is a list of 25 distinct functionalities of skincare ingredients, which helps further distinguish how they work in formulations:

There are five main skin types: oily, dry, combination, sensitive, and normal, each with unique characteristics and needs. Understanding these skin types is essential for selecting the right skincare products. Oily skin tends to produce excess sebum, leading to shine and potential breakouts. Dry skin, on the other hand, often feels tight, flaky, or rough due to insufficient moisture. Combination skin displays characteristics of both oily and dry areas, usually with an oily T-zone and drier cheeks. Sensitive skin may react negatively to certain ingredients, resulting in redness, irritation, or discomfort. Normal skin typically has a balanced moisture level and appears neither too oily nor too dry.

Market Overview

There are six categories of skincare products:

Based on the heatmap of market focus, several notable trends and patterns emerge, revealing opportunities for growth within the skincare industry. Among the various product categories, face masks stand out with a broad market focus, addressing the needs of all skin types while placing particular emphasis on resolving the specialized concerns of combination skin. This wide applicability positions face masks as a versatile product category with the potential for continued innovation and expansion.

Similarly, moisturizers are predominantly concentrated on dry and combination skin, which aligns with their fundamental purpose of enhancing moisture retention. The strong emphasis on these two skin types reflects the critical role of hydration in maintaining healthy skin and the ongoing need for products that effectively address this requirement.

Interestingly, combination skin has received relatively high attention across nearly all product types, reflecting a robust market supply designed to meet the unique challenges of balancing both oily and dry areas on the face. This trend highlights the versatility and adaptability required in formulating products for this widely represented skin type, which continues to drive innovation across multiple categories.

However, sensitive skin remains notably underrepresented across all product categories, revealing a significant gap in the industry. This lack of focus is particularly evident in the cleanser market, where products specifically designed for sensitive skin are almost non-existent. Given the fragile nature of sensitive skin, which requires gentle, soothing formulas to prevent irritation, this represents a critical untapped opportunity. Brands that develop products tailored to sensitive skin have the chance to address an unmet need and gain a competitive edge. By filling this void, companies can diversify their offerings and build a loyal customer base among individuals with sensitive skin. The underrepresentation of sensitive skin products signals a clear opportunity for both new entrants and established players to innovate and capitalize on this growing demand for targeted gentle solutions.

Formulation for Different Skin Types

Skincare is not one-size-fits-all. Different skin types require tailored formulations to address their unique needs and concerns. By analyzing the ingredient functions in moisturizers and treatments, we can uncover how brands design products to target specific skin challenges while also identifying opportunities for improvement. Let’s dive into the data to better understand how these formulations vary across dry, oily, sensitive, and combination skin types.

When it comes to moisturizers, the focus is not just on what ingredients are included but on how they differ to meet the needs of dry and oily skin. The population pyramid highlights the top five ingredient functions that set these products apart which shows how formulations are tailored for specific concerns.

For dry skin, solvents make up the largest proportion at 33.7%, ensuring the product’s consistency and effectiveness in delivering ingredients. Soothing ingredients follow at 9.3%, addressing irritation and sensitivity, while moisturizers and humectants account for just 3.9%, which is surprisingly low for a product meant to hydrate. On the other hand, oily skin moisturizers have 22.9% solvents, 16.3% moisturizers and humectants, and 7.3% chelating agents, which help balance oil and improve skin texture. Soothing ingredients drop to 2.6%, suggesting these products may not prioritize calming irritated or acne-prone skin as much as they could.

These differences highlight how each formulation caters to its target audience, but they also reveal areas for improvement. For instance, increasing soothing ingredients in oily skin products and hydrating ingredients in dry skin formulations could make these products even more effective.

In treatments, ingredients are carefully chosen to address the distinct challenges of sensitive and combination skin. The population pyramid showcases the top five ingredient functions that differentiate these products which reflect how brands prioritize specific skin concerns.

Sensitive skin treatments focus heavily on soothing ingredients, which make up 22.8% of their formulation. This aligns with the need to calm irritation and protect delicate skin. Solvents follow at 18.1%, helping with product stability and ingredient delivery, while absorbent and mattifier ingredients make up 6.6%, ensuring the product feels light. However, exfoliants are limited to just 4.3%, which might be a missed opportunity for addressing texture concerns. Combination skin treatments show a more even distribution, with 27.1% solvents, 13.3% soothing ingredients, and 10% exfoliants. These products are designed to balance the hydration needs of dry areas with oil control for oily zones.

While the formulations cater to the unique needs of each skin type, the data reveals opportunities to improve. Sensitive skin treatments could include more diverse active ingredients to address broader concerns, and combination skin products could benefit from a greater focus on hydration and repair. These insights provide valuable guidance for both consumers and brands looking to create more effective skincare solutions.

Unveiling the Price-Functionality Dynamics in Skincare Ingredients

In the ever-expanding world of skincare, a question that often arises is: what type of ingredients are making products cost more? With countless options on the market, understanding the balance between cost and benefit has never been more important. To explore this, we conducted an analysis examining the average price of active ingredients across key functional categories, as visualized in the bar chart below.

The results highlight some clear patterns. Cell-communicating ingredients lead the pack, with an average price of $36.86. Known for their ability to repair and renew skin, these ingredients are a go-to for anti-aging and skin health. Their high price reflects both their effectiveness and their popularity in premium formulations.

Not far behind are moisturizers ($33.66) and exfoliants ($31.99), which focus on hydration, refining skin texture, and strengthening the skin’s natural barrier. These staples of skincare routines are priced to reflect their essential role in maintaining healthy and resilient skin.
In the mid-price range, skin-brightening ($29.94) and soothing ($29.63) ingredients offer more targeted solutions, whether for reducing discoloration or calming irritation. Their slightly lower price points likely reflect their wide availability and specialized use.

At the more affordable end, sunscreens ($28.65) and skin-identical ingredients ($27.81) provide specific benefits for protecting skin and maintaining its natural composition. Meanwhile, antioxidants ($26.74), stand out as a budget-friendly powerhouse, offering protection from everyday environmental stressors and long-term skin health benefits. Anti-acne ingredients round out the list at $21.96, delivering specialized care for breakouts at an accessible price point.

This relationship between ingredient functionality and average price sheds light on consumer choices. For those focused on anti-aging or deep skin repair, splurging on cell-communicating agents might be worth it. On the other hand, if you’re looking for everyday protection or maintenance, affordable options like antioxidants can deliver impressive results without a premium price tag. Ultimately, this analysis shows that understanding the relationship between price and function can help you build a skincare routine that works for both your skin and your budget.

Key Ingredients Breakdown

In skincare, ingredients are meticulously chosen for their distinct properties and targeted benefits. Below is an analysis of key components across various product categories, focusing on their unique roles in enhancing efficacy and functionality.

From a dataset of approximately 2,000 components, we identified the most representative ingredients by focusing on those with a prevalence exceeding 0.8 across product labels. For each category, we selected 25 “Unique Ingredients” (UIs) that encapsulate the core functionalities of the product type. Notably, these 25 UIs collectively account for around 1% of all unique ingredients analyzed. Despite this small fraction, as shown in the pi charts below, they appear in a significant proportion of observations across label types, underscoring their pivotal role in defining each product category:

Below, we highlight the top three ingredients per category, emphasizing their specific contributions:

Cleansers

Cleansers prioritize surfactants such as cocamidopropyl betaine, sodium methyl cocoyl taurate, and lauric acid to effectively cleanse while preserving skin health.

  • Cocamidopropyl betaine: Coconut-derived, enhances lather and reduces irritation for sensitive skin.
  • Sodium methyl cocoyl taurate: Provides gentle cleansing and foam stabilization
  • Lauric acid: An emulsifier with antimicrobial properties for a thorough cleanse.

Eye Creams

Eye creams address under-eye concerns with ingredients like dipeptide-2, hesperidin methyl chalcone, and ethylene/acrylic acid copolymer.

  • Dipeptide-2: Reduces puffiness by improving lymphatic drainage.
  • Hesperidin methyl chalcone: Strengthens capillaries to minimize dark circles.
  • Ethylene/acrylic acid copolymer: Forms a film to enhance delivery and efficacy of actives.

Face Masks

Face masks employ components like bis-stearyl dimethicone, gelidiella acerosa extract, and PEG-8 glyceryl isostearate to improve skin texture and hydration.

  • Bis-stearyl dimethicone: A silicone-based emollient that smooths and protects.
  • Gelidiella acerosa extract: Red algae-derived, rich in minerals and polysaccharides for hydration.
  • PEG-8 glyceryl isostearate: Stabilizes formulations and ensures even application.

Moisturizers

Moisturizers blend lanolin alcohol, algae extract, and cetearyl glucoside to provide deep hydration and protection.

  • Lanolin alcohol: Acts as a potent emollient and moisture barrier.
  • Algae extract: Vitamin-rich, supports hydration and nourishment.
  • Cetearyl glucoside: A natural emulsifier ensuring smooth, stable textures.

Sun Protection Products

Sun protection products leverage glycerin, linseed oil, and argan oil to hydrate and shield the skin.

  • Glycerin: A humectant that attracts and retains moisture.
  • Linseed oil: Omega-3 rich, soothes inflammation, and strengthens the skin barrier.
  • Argan oil: Moisturizes and provides antioxidant protection against free radicals.

By employing a targeted method that prioritizes the most representative ingredients — rather than simply the most common ones — these selections are tailored to each product’s specific needs. This approach helps us highlight the skincare products historically essential in skincare formulations, building the groundwork for future innovations.

Conclusion

The skincare industry is a complex landscape where promises of flawless skin blend marketing tactics with scientific realities. Product effectiveness depends not only on the individual ingredients but also on how they are combined to address specific skin concerns. Understanding ingredient functionalities, skin types, and their needs empowers consumers to make informed product choices.

As consumers grow more discerning, ingredient transparency and product efficacy are becoming essential, pushing brands to balance functionality, price, and trust. Untapped opportunities for growth lie in meeting emerging needs and innovating formulations to align with evolving expectations. By doing so, brands can enhance the effectiveness, inclusivity, and relevance of their skincare solutions.

Bibliography

“How AI Helps Detect Types of Skin.” Perfect Corp., 18 Nov. 2022, www.perfectcorp.com/business/blog/ai-skincare/how-ai-helps-detect-types-of-skin. Accessed 1 Dec. 2024.

“Ingredients.” InciDecoder, inciDecoder, www.incidecoder.com/ingredients. Accessed 9 Oct.. 2024.

Perfect Corp. (n.d.). 3 tips to find the best skin care tools that are worth your money https://www.perfectcorp.com/consumer/blog/ai-skincare/3-tips-to-find-the-best-skin-care-tools-that-worth-your-money Accessed 2 Dec. 2024

“What’s My Skin Type?” CeraVe, L’Oréal, www.cerave.com/skin-smarts/skincare-tips-advice/what-skin-type-do-i-have. Accessed 11 Oct. 2024.

--

--

No responses yet