Durability Intelligence

Know what happens
after 30 washes.

Real owner data on how premium apparel actually holds up over time. Not unboxings. Not first impressions. Collection-level durability intelligence from verified owners.

See the data
6,748 data points  ·  14 brands tracked  ·  264 verified owners
Dataset Overview, April 2026
1,380
Garments coded
6,748
Data points
264
Verified owners
14
Brands tracked
This is the kind of post I wanted to read before I bought mine. Actual information instead of unboxings.
Brand Intelligence
Select a Brand
How to read the ratings
Solid
Low issue rate across sufficient data. Safe to buy regardless of care method.
Contender
Strong overall with minor, manageable issues. Care method matters.
Inconsistent
Meaningful split in owner outcomes. Some got a great product, others did not.
Avoid
High issue rate across independent reports. Pattern is repeatable, not random.
Limited Data
Fewer than 5 product units coded. Direction noted, not scored.
Hoodies Leggings Joggers
Comfrt
Contender
76 owners · 297 coded hoodie units · 11 collections · data collected Feb–Mar 2026
Scores are directional signal from owner reports, not lab-certified results.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
The collection you buy matters more than the brand. Signature and Minimalist owners are overwhelmingly satisfied at 30 to 50 washes with no degradation. Pastel and Love Collection owners are not — 85% and 100% lint rates respectively. Same fabric, same price, completely different post-purchase experience. Before you buy any Comfrt piece, identify which collection it is. That answer determines whether your $130 holds up or starts shedding after three washes.
Collections
Ranked by data depth. Tier assigned at 10+ units. 5–9 units = Limited Data, no tier.
Minimalist
Contender
0%Pilling
0%Fading
10%Shrinkage
Zero pilling, zero fading across 32 coded units from 18 owners. Shrinkage is dryer-linked only — hang dry owners report nothing. The zip hoodie runs significantly larger than the pullover in the same listed size; size down on the zip.
18 owners · 32 units
No pilling or fading at any wash count. Zip runs notably larger than pullover in the same listed size.
Signature
Solid
0%Shrinkage
9%Pilling
6%Fading
Zero shrinkage, zero fading across 23 units from 17 owners. The 10% cuff pilling is exclusive to dryer users — every hang dry owner reports zero issues. Multiple owners at 30 to 50 washes still describe it as looking new.
17 owners · 23 units
Pilling exclusively among dryer users. Hang dry owners report zero issues.
Travel Essentials
Contender
11%Shrinkage
12%Pilling
57%Lint Rate
Zero fading, manageable shrinkage and pilling rates. Lint (36% of units) clears for most owners by wash 3 to 5. Pullover outperforms the zip in durability across cross-owner comparisons. Good choice if you cold wash and hang dry.
16 owners · 22 units
Tranquil
Solid
0%Pilling
10%Shrinkage
44%Lint Rate
Zero pilling, zero fading across 12 units from 10 owners. Strong durability record. The 80% lint rate and stain absorption are the things to know before buying — flagged independently across multiple owners. A fabric shaver and prompt stain treatment address both.
10 owners · 12 units
Cloud
Contender
6%Shrinkage
19%Pilling
20%Lint Rate
Zero shrinkage but 50% pilling rate — the highest in the Comfrt dataset. Every owner who reported pilling said a fabric shaver handles it. The Orchid colorway has a documented stain retention issue across multiple independent reports.
11 owners · 18 units
Pilling concentrated at wrist cuffs. Orchid colorway stain retention flagged independently.
Still soft, but the pilling is pretty bad. I hit the cuffs with a fabric shaver after every wash.
Airplane Mode
Inconsistent
9%Shrinkage
62%Lint Rate
9%Pilling
81% lint rate across 25 units from 15 owners. Sizing inconsistency appears batch-dependent — owners in the same size reporting completely different fits. This looks like batch QC variance, not a design problem.
15 owners · 25 units
Multiple owners in the same size report completely different fits. Looks like batch inconsistency.
Shrank so tight I could feel the fabric pressing on my knees when I walk.
Pastel
Avoid
61%Lint Rate
7%Shrinkage
7%Pilling
85% lint rate across 20 coded units from 12 owners — the highest in the dataset. Original launch Pastel owners report significantly fewer issues than recent buyers. This is the clearest manufacturing change signal in the entire dataset.
12 owners · 20 units
Original launch Pastel owners report significantly fewer issues than recent buyers.
Sheds so much lint on any shirt I wear underneath I look like a sheep when I take the hoodie off.
⚠ Original launch Pastel owners report dramatically fewer issues than recent buyers. Possible manufacturing change in current production.
Affirmation
Limited Data
0%Shrinkage
0%Pilling
0%Fading
7 units, 7 owners, all clean. Zero issues across every attribute. Consistently ranked as the softest Comfrt collection by owners who own multiple styles.
7 owners · 7 units · Limited Data
Love Collection
Avoid
100%Lint Rate
25%Pilling
0%Shrinkage
6 units, 6 owners, 100% lint rate. Every owner in the dataset reported persistent lint shedding. Small sample — but the consistency across independent owners is notable.
6 owners · 6 units
Camo
Limited Data
0%Shrinkage
14%Pilling
20%Lint Rate
8 units, 6 owners. Zero shrinkage, low pilling rate. Direction is positive but below our scoring threshold.
6 owners · 8 units · Limited Data
Standard
Limited Data
20%Shrinkage
0%Pilling
67%Lint Rate
5 units, 5 owners. Zero pilling, zero fading. The 20% shrinkage rate is one case in five. Too small to score confidently.
5 owners · 5 units · Limited Data
How you wash it is the biggest variable
~82%
Cold wash, hang dry
Near-zero issues across all collections. The single most reliable method.
~40%
Any dryer use
Nearly every shrinkage and pilling case is linked to dryer use. Even low heat increases risk.
Notable Findings
📊
Collection matters more than brand
Signature and Minimalist show near-zero issue rates. Pastel and Love Collection show 85–100% lint rates. Same brand, same price, completely different product.
📈
Recent Pastel buyers see more issues
Original launch Pastel owners report far fewer problems than recent buyers. The clearest manufacturing quality change signal in this dataset.
📏
Sizing varies by collection
Airplane Mode shows batch-dependent sizing inconsistency. The Minimalist zip runs significantly larger than the pullover in the same listed size.
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Lululemon
Contender
77 owners · 348 coded hoodie units · data collected Mar 2026
Scores are directional signal from owner reports, not lab-certified results.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
The style you choose matters enormously. The Define Jacket has zero shrinkage across 64 units including owners washing weekly since 2012. The Steady State shrinks on 67% of units — including on cold wash air dry — making it a material problem not a care method problem. If you are buying a Scuba, buy vintage or size up on recent purchases. A 2022 material shift is confirmed by multiple independent owners with pre and post pieces.
Styles
Ranked by data depth. Tier assigned at 10+ units.
Scuba Hoodie (all variants)
Contender
35%Shrinkage
36%Fading
2%Pilling
The most data-rich style in the dataset at 256 units from 54 owners. Pre-2022 Scubas are 10 and 15 years old in this dataset with zero issues. Post-2022 pieces show meaningfully higher shrinkage and fading. Multiple owners with pieces from both eras confirmed the shift independently without knowing each other.
54 owners · 256 units
The 2022 cutoff is the clearest signal in this dataset. Multiple owners confirmed the shift with pre and post pieces. Darker colorways fade over time regardless of care. Waffle Scuba is a notable exception with zero shrinkage or fading.
Since 2022 I have purchased 23 full zip Scubas and had to size up. Same issues across all of them. My older ones from 2013 have been washed a million times and held up completely fine.
⚠ Post-2022 Scubas shrink more, feel thinner, and have smaller armholes than older versions. Consider sizing up on recent purchases.
Steady State Hoodie
Avoid
67%Shrinkage
38%Fading
0%Pilling
The highest-risk style in the dataset. 67% shrinkage rate — and cold wash air dry did not protect against it. Multiple independent owners reported shrinkage on gentle care only. That makes this a material problem, not user error. At $118 to $138 the data does not support this purchase.
16 owners · 37 units
Unlike the Scuba where shrinkage is concentrated in dryer users, the Steady State shows shrinkage even on cold wash air dry. Neck and hem distortion also reported.
I have 6 Steady States. Despite washing them cold and air drying them, all have shrunk one size down.
⚠ Highest shrinkage rate in the dataset. Cold wash air dry is not sufficient to prevent shrinkage.
All Yours Hoodie
Solid
8%Shrinkage
0%Pilling
4%Fading
Zero pilling, near-zero fading across 26 units from 14 owners including dryer users. Multiple owners with 5+ year records. Discontinued — but find one on the secondary market and the data says buy it. Multiple owners describe it as the best hoodie Lululemon ever made.
14 owners · 26 units · Discontinued
Softstreme Hoodie
Inconsistent
0%Shrinkage
0%Pilling
64%Fading
Zero shrinkage, zero pilling — but 70% fading rate even on cold hang dry. Fading on gentle care points to a dye issue, not user error. The fabric feel is excellent. The color longevity is not.
4 owners · 11 units
Smooth Spacer
Limited Data
0%Shrinkage
0%Pilling
3 units, 2 owners, all clean. One owner rated it directly superior to the Steady State. Early positive signal as an alternative.
2 owners · 3 units · Limited Data
City Sweat
Limited Data
0%Shrinkage
0%Pilling
3 units, 3 owners, all clean. Cold wash occasional low heat tumble. Too early to score.
3 owners · 3 units · Limited Data
The dryer is the single biggest risk factor across all Lululemon styles
~91%
Cold wash, hang dry
Owners who hang dry consistently report no shrinkage. The oldest pieces in the dataset, 10 to 15 years old, all belong to hang dry owners.
~55%
Any dryer use
Shrinkage is concentrated almost entirely among dryer users, even on low heat. The Steady State is the exception — it shrinks regardless.
Notable Findings
⏰
Proven longevity at scale
Multiple owners have Lululemon hoodies 6, 10, and 15 years old in regular use. No other brand in this dataset has multi-decade ownership data.
📈
2022 Scuba shift is confirmed
Multiple owners with pre and post 2022 pieces independently confirmed a material change. One owner with 23 post-2022 full zips said every one required sizing up.
⚠
Steady State is a material problem
67% shrinkage even among cold wash air dry owners. This is not a care method issue.
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Vuori
Solid
27 owners · 41 coded hoodie units · data collected Mar 2026
Scores are directional signal from owner reports, not lab-certified results.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
Zero shrinkage across all 41 coded hoodie units — the strongest shrink resistance result in the dataset. Pilling appears in about 12% of units but is consistently friction-related not wash-related. The Restore line is the exception: fading on cold hang dry appeared across multiple units, pointing to a dye issue. If you are buying Vuori for long-term durability, the Halo is the safest choice.
Styles
Ranked by data depth. Tier assigned at 10+ units.
Halo Hoodie
Solid
0%Shrinkage
12%Pilling
0%Fading
Zero shrinkage across all 16 units from 11 owners. The 12% pilling is entirely wear-friction related — bag strap on chest, elbow contact — not a wash outcome. Owners at 3 to 4 years with clean records. Strong choice at this price point compared to cotton-poly alternatives.
11 owners · 16 units
Pilling is wear-friction only — not a wash outcome. Clean records out to 3 to 4 years.
Seaside Hoodie
Limited Data
0%Shrinkage
0%Pilling
0%Fading
7 units, 3 owners, zero issues. One structural flag: wrist cuffs fraying after 2 years of heavy use on one owner's most-used hoodie. Direction strongly positive.
3 owners · 7 units · Limited Data
Restore Hoodie
Limited Data
0%Shrinkage
0%Pilling
67%Fading
Zero shrinkage, zero pilling — but 67% fading rate including on cold hang dry. Fading on gentle care points to a dye issue. The outside fabric is exceptionally soft. The inside roughens after 5 to 6 washes.
3 owners · 4 units · Limited Data
Coronado / Ponto
Limited Data
0%Shrinkage
33%Pilling
5 units combined, 5 owners. Zero shrinkage, zero fading. One friction pilling note on Coronado. One body pilling case on Ponto on delicate wash — worth monitoring. Too small to conclude firmly.
5 owners · 5 units · Limited Data
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Alo
Inconsistent
5 owners · 10 coded hoodie units · data collected Mar 2026
Small sample — treat as directional signal only.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
Zero shrinkage across all Alo hoodies. But 70% pilling and 100% softness loss rate is a significant post-purchase gap for a brand at $118 to $148. The fabric arrives feeling premium. Multiple owners independently describe it feeling noticeably less premium after washing — without tracing it to a specific care failure.
Alo Hoodies (Accolade, unspecified)
Limited Data
0%Shrinkage
70%Pilling
100%Softness Loss
10 units, 5 owners. Zero shrinkage. Owners consistently describe the fabric feeling less premium after washing — independently and across unconnected reports.
5 owners · 10 units · Limited Data
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Carhartt
Solid
5 owners · 8 coded hoodie units · included as a durability benchmark
Included at a different price point to provide context for premium brand comparisons.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
Carhartt is in this dataset as a benchmark, not a direct competitor. Zero fading across all 8 units — the cleanest fading record of any brand in the dataset. Workwear construction produces a durability profile that activewear blends at 2 to 3x the price cannot match on fading. If durability is your primary criterion and aesthetics are secondary, the data supports this at $50 to $90.
K121, Rain Defender, Midweight, 1889
Limited Data
12%Shrinkage
12%Pilling
0%Fading
8 units across 6 styles, 5 owners. Zero fading across all units — the cleanest fading record of any brand in the dataset.
5 owners · 8 units · Limited Data
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Skims
Limited Data
3 owners · 7 coded hoodie units · data collected Mar 2026
Early dataset — directional signal only.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
Zero shrinkage across all Skims hoodie units. The pilling signal is split — one owner at 10 washes sees significant pilling and softness loss on the pink colorway, while three other owners in Spruce, Merlot, and Chai report zero issues including one accidental hot wash. Looks like colorway or batch variance. Dataset too thin for firm conclusions.
Cotton Fleece Hoodie
Limited Data
0%Shrinkage
14%Pilling
100%Softness Loss
6 units, 3 owners. Zero shrinkage. One owner with 10 washes reports pilling and softness loss on pink. Three owners in Spruce, Merlot, and Chai report zero issues — including one accidental hot wash.
3 owners · 6 units · Limited Data
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Uniqlo
Limited Data
3 owners · 5 coded hoodie units · data collected Mar 2026
Early dataset — directional signal only.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
Small dataset but the quality-by-era signal is notable. Owners with pieces from 2014 to 2018 report near-zero issues — one 2014 zip hoodie still looks brand new. The +J Dry Sweat line shows some fading but zero shrinkage. Too early for a firm rating but the vintage Uniqlo durability record is genuinely impressive.
+J Dry Sweat / Uniqlo C
Limited Data
0%Shrinkage
0%Pilling
40%Fading
5 units across +J Dry Sweat and Uniqlo C. Zero shrinkage, zero pilling. Fading concentrated on the +J line — one 2014 zip hoodie looks brand new across many years of wear.
3 owners · 5 units · Limited Data
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Lululemon Leggings
Inconsistent
33 owners · 88 coded legging units · data collected Mar 2026
Scores are directional signal from owner reports, not lab-certified results.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
The Align pilling finding is counterintuitive and actionable. Among owners who wash on warm and machine dry, pilling is near zero. Among owners who wash on delicate and air dry, pilling rate is high. The Wunder Train shows zero pilling across all units regardless of care method. If you want a Lululemon legging that holds up without managing pilling, the Wunder Train is the clearest endorsement in this dataset.
Styles
Align Legging
Inconsistent
0%Shrinkage
60%Pilling
9%Fading
88 coded units from 30 owners — the deepest legging dataset we have. Zero shrinkage across all units. 60% pilling rate overall. Owners who wash warm and machine dry report dramatically lower pilling than those who wash delicate and air dry. Multiple owners at 6 and 7 years of weekly use.
30 owners · 88 units
The working explanation: heat remelts surface microfibers back into the fabric, while delicate washing leaves them free to tangle and pill.
I have probably 15 pairs spanning from first release to a couple months old. I wash them all on regular warm and throw them in the dryer. No pilling.
⚠ If your Aligns are pilling on delicate wash, try a warmer cycle. Inside-out washing and mesh bags may also help.
Wunder Train
Solid
0%Shrinkage
0%Pilling
0%Fading
Zero pilling, zero shrinkage, zero fading across all 4 coded units from 3 owners. One owner has worn the Super High version for 8 years. Another thrifted a pair that lasted 4+ years. The clearest legging endorsement in this dataset.
3 owners · 4 units · Limited Data
Wunder Under (Luxtreme)
Limited Data
0%Shrinkage
0%Pilling
5 units from 1 owner, all black Luxtreme, worn for 12 years. Zero pilling, zero shrinkage. One inseam starting to separate after a decade of heavy use.
1 owner · 5 units · Limited Data
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Alo Leggings
Limited Data
4 owners · 12 coded legging units · data collected Mar 2026
Small sample — treat as directional signal only.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
The softness loss signal is the most consistent finding across all Alo leggings. Multiple owners independently describe the fabric feeling less premium after washing — across styles and without tracing it to a specific care failure. The Moto legging has a documented severe pilling case. The Alosoft black colorway has a specific lint problem not seen in other colorways.
Moto Legging
Limited Data
0%Shrinkage
20%Pilling
100%Softness Loss
5 units, 2 owners. One owner reports severe pilling — the worst in any higher-end legging. Another owner with 4 units reports zero pilling. Softness loss reported across all observed units.
2 owners · 5 units · Limited Data
Airbrush Legging
Limited Data
0%Shrinkage
100%Pilling
1 unit, 1 owner. Pilling over time, see-through at the seat for hourglass shapes. Air dry only. Too small to conclude.
1 owner · 1 unit · Limited Data
Alosoft — Black colorway
Limited Data
LintBlack colorway
Black Alosoft leggings reported massive lint accumulation — owner selling them. Other colorways of the same style reported as wonderful. Appears colorway-specific.
Limited Data
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Beyond Yoga Leggings
Limited Data
2 owners · 8 coded legging units · data collected Mar 2026
One owner has 10+ years and 50+ pieces of Beyond Yoga experience.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
The Spacedye legging has a 10-year ownership record in this dataset with pieces that “hardly show any wear.” Pilling is present but exclusively from inner thigh friction — not from washing. The Powershine is the exception: the leather-look coating flakes off in the dryer and the fabric eventually goes see-through at the seat after about 7 years. Buy Powershine only if you commit to air drying.
Spacedye Legging
Limited Data
0%Shrinkage
71%Friction Pilling
0%Fading
7 units, 2 owners. Zero shrinkage, zero fading. Pilling is exclusively from inner thigh friction — not from washing. One owner has pieces 10 years old that “hardly show any wear.”
2 owners · 7 units · Limited Data
Powershine Legging
Limited Data
Coating peelsDryer heat
See-throughAfter 7 years
1 unit, 1 owner, 7 years. Leather-look coating flakes off in the dryer. Fabric becomes see-through at the seat over time. Air dry only. Runs a full size tighter than Spacedye.
1 owner · 1 unit · Limited Data
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Vuori Leggings
Limited Data
3 owners · 8 coded legging units · data collected Mar 2026
Early dataset — directional signal only.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
8 units, 3 owners. Zero pilling, zero shrinkage, zero fading across all units. One owner wears these to instruct hot yoga classes weekly and describes them as “as good as new.” Too early to tier but direction is uniformly positive and consistent with the Vuori jogger dataset.
Daily / All the Feel Leggings
Limited Data
0%Shrinkage
0%Pilling
0%Fading
8 units, 3 owners across Daily and All the Feel leggings. All clean across every attribute. One owner instructing multiple hot yoga classes per week with no degradation.
3 owners · 8 units · Limited Data
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Athleta Leggings
Limited Data
2 owners · 7 coded legging units · data collected Mar 2026
Early dataset — directional signal only.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
Small dataset but Athleta's durability record is positive. Pieces from 2016 and 2018 still performing on warm wash high heat dry. The Elation tight holds up through 5 years of heavy use. The Elation straight leg pant shows pilling and fading after 2 years worn casually. Multiple owners in comments described switching to Athleta after disappointment with other premium leggings.
Elation Tight
Limited Data
0%Shrinkage
0%Pilling
2 units, 2 owners. Zero pilling, zero shrinkage across 5 years of wear including dryer use. Direction strongly positive.
2 owners · 2 units · Limited Data
Elation Straight Leg Pant
Limited Data
33%Pilling
33%Fading
One unit flagged pilling between thighs and color fading after 2 years worn casually. Different construction from the tight may explain different outcomes.
1 owner · 1 unit · Limited Data
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Vuori Joggers
Solid
27 owners · 74 coded jogger units · data collected Mar 2026
Scores are directional signal from owner reports, not lab-certified results.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
The Vuori Performance Jogger has the strongest durability record of any bottom in this dataset. 65 coded units from 24 owners. Zero shrinkage across all units. Owners at 6 and 8 years of regular wear — some worn nearly every day — with no meaningful degradation. The data does not care how you wash them: cold cycle, warm wash, machine dry, high heat — the results hold. If you are deciding between this and a cotton-poly jogger at a similar price, the durability case is not close.
Styles
Performance Jogger
Solid
0%Shrinkage
11%Pilling
2%Fading
65 coded units from 24 owners. Zero shrinkage. The 11% pilling is almost entirely inner thigh friction from wear — not a wash outcome. Owners buying since 2018 still describe it as looking brand new. The most consistent long-term performer in the entire Worn In Index dataset across any garment type.
24 owners · 65 units
Multiple owners bought additional pairs specifically because the first held up so well. The fabric stays soft over years of use.
I'm on year 6 with mine. I don't baby them in the wash either. I bought them during the pandemic and practically lived in nothing but them for years while I worked from home.
Boyfriend Jogger
Limited Data
0%Shrinkage
0%Pilling
3 units from 1 owner. Same Dreamknit fabric as the Performance Jogger — same strong early results. Too thin to score independently.
1 owner · 3 units · Limited Data
Care method matters unusually little here
0%
Cold cycle, hang dry
Zero shrinkage, near-zero fading. Expected result for polyester-elastane.
0%
Warm wash, high heat dry
Same result. Multiple owners at 5+ years with no degradation. The fabric tolerates heat well.
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Beyond Yoga Joggers
Limited Data
1 owner · 7 coded jogger units · data collected Mar 2026
Single owner dataset — directional only.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
One owner with deep Beyond Yoga experience across Spacedye and Featherweight Spacedye joggers. The Spacedye shows zero pilling and zero fading. The Featherweight shows friction-related pilling and fabric thinning over 3 years of consistent wear. The fabric weight difference matters: Spacedye holds its structure longer. Need more owners before scoring either style.
Spacedye Jogger
Limited Data
0%Pilling
0%Fading
5 units, 1 owner. Zero pilling, zero fading. Inside out cold Woolite dryer. Same care and same results as the Spacedye legging.
1 owner · 5 units · Limited Data
Featherweight Spacedye Jogger
Limited Data
100%Friction Pilling
Fabric thinsAfter 3 years
2 units, 1 owner. Friction pilling and fabric thinning after 3 years of consistent wear. The Featherweight is lighter than regular Spacedye — the durability trade-off is real.
1 owner · 2 units · Limited Data
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Lululemon Joggers
Limited Data
7 owners · 16 coded jogger units · data collected Mar 2026
Small sample — directional signal only.
No brands pay to be on this. No brands pay to be left off.
The Decision Driver
16 units across Dance Studio and Scuba jogger styles. The Scuba jogger has the same fading problem as the Scuba hoodie — same 70% cotton 30% polyester fabric, same outcome. Dance Studio joggers show zero pilling and zero shrinkage across all coded units including 5+ years of rough use. The choice between these two styles is not close based on current data.
Dance Studio Jogger
Limited Data
0%Shrinkage
0%Pilling
7 units, 2 owners, both with 5+ years of heavy use and no special treatment. Zero pilling, zero holes, zero shrinkage. One owner described rough treatment including hiking and multi-day festivals with no damage.
2 owners · 7 units · Limited Data
Scuba Jogger
Limited Data
27%Shrinkage
60%Fading
Same 70% cotton 30% polyester blend as the Scuba hoodie, same results. Multiple units report significant fading. The fading issue is the same problem as the hoodie but in an item worn and washed more frequently.
5 owners · 8 units · Limited Data
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How We Score
The methodology behind every number
Every score on this site is built from unit-level coding of real owner reports. Each individual product owned by each individual owner is coded as its own unit, and each observable attribute is recorded as a separate data point. One comment from someone who owns three collections generates multiple coded units and multiple data points per unit.
This is how professional consumer research firms code qualitative data. It lets us calculate real incidence rates. 40 shrinkage observations out of 200 Minimalist data points is a 20% shrinkage rate. That is a defensible statistic, not an impression.
Six dimensions, weighted by impact
DimensionWhat it measuresWeight
Product DurabilityPilling, shrinkage, lint, structural integrity over time25%
Sizing ConsistencyHow reliably a size matches across colorways, cuts, and batches20%
Post-Purchase ExperienceReturn policy, customer service, and resolution rate20%
Value PerceptionOwner-reported satisfaction relative to price paid15%
Brand Promise ConsistencyWhether the product matches what was advertised12%
Sentiment TrajectoryWhether owner sentiment improves or declines over time8%
Data Quality
Four gates every data point passes
01
Authenticity check
We exclude non-owners and promotional signals. If someone cannot demonstrate actual ownership through specific product and experience details, they are excluded.
02
Sufficient information check
We exclude data points that cannot be coded across at least two attributes. Vague reports do not count. "I love it" is not a data point.
03
Temporal relevance check
We limit scoring to a rolling 24-month window. Old data reflects old products. The manufacturing change signal in Scuba and Pastel was only surfaced because we separate recent from older purchase data.
04
Collection attribution
Every data point is attributed to a specific style or collection, not the brand overall. That is where the real intelligence lives. A brand-level score alone is not useful to a buyer.