Exercise

Beyond Broad Categories

Last updated: April 9, 2026

Crissman LoomisOctober 17, 2024

One critical challenge in designing a lifestyle for longevity is navigating the broad categories often used in health guidelines. Terms like Moderate Physical Activity (MPA), Vigorous Physical Activity (VPA), and Ultra-Processed Foods (UPF) are commonplace, but they can obscure crucial details. By looking closer at the components within these categories, we can gain more nuanced and potentially more beneficial insights.

Physical Activity: Breaking Down the Broad Strokes

The US Government guidelines recommend 2.5-5 hours of moderate-intensity aerobic activity or 1.25-2.5 hours of vigorous aerobic exercise weekly. At first glance, vigorous activity seems more time-efficient. However, a more complex picture emerges when we dig deeper into these categories.

Running: A Case Study in VPA

Let’s consider running, a quintessential vigorous exercise. Observational studies show clear benefits from just 15 minutes of weekly running, but interestingly, there is no additional reduction in all-cause mortality risk beyond that. There’s no reduced benefit from running between 15 to 120 minutes weekly, but after two hours, the benefit drops to about the same as not running. ¹

This raises a question: If the benefits of vigorous aerobic exercise plateau at 15 minutes, why does the government recommend an extra hour? The answer lies in the broad category of “vigorous exercise,” which includes not just steady-state cardio but also High-Intensity Interval Training (HIIT) and competitive sports.

The HIIT Factor

Competitive sports, which involve all-out efforts against another person (like racquet sports or soccer), generally provide more benefits than steady-state activities. While the social aspect likely plays a role, the high-intensity efforts of these sports definitely contribute to their benefits. HIIT has been shown to provide substantial benefits beyond traditional aerobic exercise, explaining why the VPA category recommends more time than running alone would suggest.

Moderate Physical Activity: Not All Created Equal

The story of MPA is similarly complex. Some studies imply that the benefits of moderate exercise can extend well beyond vigorous exercise, providing additional gains even at 2 hours daily. However, the MPA category is vast, including activities like dancing, gardening, golf, shopping, and housework.

Among these, walking stands out. Purely walking outperforms the estimated MPA benefits, reducing the hazard ratio of premature death by 65% at 1.5-2 hours daily, compared with the 35% benefit for general MPA. ² By lumping low-level aerobic activities with sustainable low-intensity activities like walking, the MPA category undersells the benefits of both.

Ultra Processed Foods: A Label That Hides More Than It Reveals

Ultra-processed foods (UPF) are often used as a catch-all for unhealthy eating, but this broad category can be misleading. UPFs are “industrial formulations made mostly or entirely from substances extracted from foods, derived from food constituents, or synthesized in laboratories.” This includes foods manufactured using techniques like extrusion, molding, and pre-frying.

While this sounds alarming, the category includes many foods, some of which might surprise you. Extruded foods include not just snack chips but also macaroni and Cheerios. Pre-fried foods include onion rings, pre-fried tofu, and plantain chips. Molded foods encompass everything from processed cheese products to artisanal cheese wheels and traditional foods like dim sum and onigiri.

The breadth of this category becomes clear when we realize that nearly 75% of the calories eaten by Americans qualify as UPF.³ If all UPFs were equally unhealthy, this would be dire. However, when we look closer, we see that different types of UPFs have widely varying health impacts.

A Lancet study⁴ reviewing the associations between UPF and cardiovascular disease (CVD) found that while the quartile of people eating the most UPF had a 16% increased chance of CVD compared to the lowest quartile, this effect varied greatly by subcategory. Here’s a more detailed breakdown:

Increased CVD Risk:

• Sugar-sweetened beverages: 19% increase
• Processed meats: 21% increase
• Artificially sweetened beverages: 7% increase (after adjusting for dieting)

Decreased CVD Risk:

• Savory snacks: 6% decrease
• Cold cereals: 7% decrease
• Yogurt/dairy-based desserts: 8% decrease

These findings paint a much more nuanced picture of UPFs. While some categories, like sugar-sweetened beverages and processed meats, show clear negative impacts, others, like yogurt or dairy-based desserts, show benefits.

This aligns well with other nutritional research, such as meal-timing studies showing benefits from consuming yogurt or ice cream as an after-dinner snack. However, it also raises interesting questions. For instance, the benefit of savory snacks contradicts the common belief that snacks like potato chips are always unhealthy between meals. The Lancet study lists popcorn as an example of a savory snack, implying they classified starchy potato chips as a different category.

These varied effects highlight the importance of looking beyond the broad UPF label to understand the health impacts of specific foods. The NHANES food classification system, which includes about 5,000 food categories, underscores how complex and nuanced our understanding of food needs to be.

Conclusion: The Power of Nuance

By breaking down these broad categories, we can craft a more practical approach to physical activity and diet:

1. For exercise, aim for a mix of activities: some running or other aerobic exercise, regular HIIT or competitive sports, and plenty of walking.
2. For diet, look beyond the UPF label. Limit processed meats and sugary beverages, but don’t shy away from whole grain cereals or dairy desserts.

The key is to recognize that these large categories—MPA, VPA, and UPF—can obscure important nuances. By understanding the components within these categories, we can make more informed choices and tailor our lifestyle for optimal health and longevity. In the complex world of nutrition and exercise science, details matter, and broad brush strokes often hide crucial distinctions that could make a real difference in our health.

FAQs

What is the difference between moderate and vigorous physical activity for health?

Moderate and vigorous physical activities differ in both intensity and how their benefits are realized. While moderate activities like walking can significantly reduce the risk of premature death by up to 65% when done for 1.5 to 2 hours daily, vigorous activities like running provide health benefits with as little as 15 minutes of weekly effort. However, studies show that increasing running time beyond 120 minutes weekly does not further reduce the risk of mortality. In fact, after two hours per week, the benefits of running drop to levels comparable to not running at all.

Is running the best form of vigorous exercise for longevity?

Running offers health benefits, but the benefits plateau after 15 minutes per week. HIIT or competitive sports, which involve higher intensity, may provide more extended benefits.

Are all ultra-processed foods bad for your health?

Not all ultra-processed foods are harmful. While some, like sugar-sweetened beverages and processed meats, are associated with higher cardiovascular risk, others, like cold cereals and yogurt-based desserts, may actually have positive effects on health. The category of ultra-processed foods is broad, and some items, such as savory snacks like popcorn, can offer health benefits when consumed in moderation. It’s crucial to evaluate the specific types of ultra-processed foods rather than avoiding them entirely.

How does walking compare to other moderate physical activities for longevity?

Walking outperforms other moderate physical activities, reducing the risk of premature death by 65% with just 1.5 to 2 hours of walking daily, whereas other activities in the moderate category offer only a 35% reduction. 

Should I avoid ultra-processed foods completely?

You don’t need to avoid all ultra-processed foods. Focus on limiting those linked to negative health impacts like sugary drinks and processed meats, but foods like whole-grain cereals and yogurt can be beneficial.