Best way to shuffle cards: 9 methods tested over 10,000 simulated trials
The Center Load Shuffle gives the best result per unit of effort — tested on a standard deck and a 60-card Skip-Bo deck.
The finding
The best way to shuffle cards — when you weigh effort against result — is the Center Load Shuffle. The move is straightforward: pull the middle third of the deck out as a packet and place it on top of the remaining two-thirds, then do a normal riffle. At seven shuffles it reaches 86.2% of a fully random deck on the standard 52-card deck. At ten shuffles it reaches 94.0%. That is the highest score of any single-action method at every round count tested.
If you are willing to spend two physical actions per round, Center Load + Strip Combo goes further still — 93.4% at seven rounds and 98.0% at ten rounds on a standard deck, and it tops the Skip-Bo rankings too.
Background
A new deck of cards comes ace-to-king, every suit in order — about as far from random as a deck can get. The classic result is the Bayer-Diaconis riffle shuffle theorem: seven riffle shuffles is the mathematical threshold where a deck goes from fully ordered to statistically indistinguishable from random. Fewer than seven and detectable order remains; more than seven barely helps.
That raised an obvious question: does how you riffle matter, beyond just the count? To find the best way to shuffle cards, I built nine shuffle variants in Python and ran each one 10,000 times against two decks — a standard 52-card deck, and a 60-card Skip-Bo deck (values 1–12, five copies each, since repeated values stress-test the randomness metric differently). Randomness was measured using rising sequences — counting runs of cards still in ascending original order, the same metric the original proof is built on. A fresh deck has 1 rising sequence; a truly random deck averages (n+1)/2.
The nine methods
Standard Riffle
The baseline. Deck split roughly in half (imperfect cut, not exactly 26/26), then interleaved with a randomised number of alternations (10–20) and variable-sized clumps from each side. This mirrors the actual Gilbert-Shannon-Reeds model behind the Bayer-Diaconis proof.
Heart Cut Shuffle
Pull the middle ~half of the deck out as one packet (a real cardistry move called a "heart cut"), join the leftover top and bottom into the other packet, then riffle the two together.
Center Load Shuffle
Pull the middle ~third out and place it on top of the remaining two-thirds, then do a standard riffle on the restacked deck. This is the best-performing single-action method in the test.
Carousel Shuffle
A multi-round rotating scheme: round 1 pulls a third aside and riffles the rest; each following round splits the current shuffled pile in half, sets one half aside (replacing the previous aside pile), and riffles the other half together with that previous aside pile.
Tilt Shuffle
A deliberately uneven split (roughly 2/3 vs 1/3, which side is bigger randomised) instead of a near-half cut, then a standard riffle.
Undercut Shuffle
Cut roughly a third off the bottom and move it to the top before each riffle.
Strip Shuffle
No interleaving at all. The deck is broken into 4–8 packets pulled off the top one at a time, each dropped on top of the last — which reverses packet order but leaves the cards within each packet untouched. Included as a baseline for "what happens if you never interleave."
Strip + Riffle Combo
One riffle followed by one strip shuffle, repeated per round. Note: each "round" is actually two physical shuffles, not one.
Center Load + Strip Combo
Same idea, but a Center Load Shuffle followed by a strip shuffle each round. Again, two physical shuffles per counted round.
Results — standard 52-card deck
Values are percentage of a truly random deck's rising-sequence count. 100% = fully random.
Method 1 2 3 4 5 6 7 8 9 10
Center Load + Strip 38.1% 56.7% 70.4% 79.8% 86.1% 90.5% 93.4% 95.5% 96.9% 98.0%
Strip + Riffle Combo 35.5% 53.0% 67.0% 76.3% 83.2% 88.0% 91.4% 93.8% 95.5% 96.9%
Center Load Shuffle 28.2% 45.9% 59.2% 68.9% 76.1% 82.0% 86.2% 89.5% 92.0% 94.0%
Heart Cut Shuffle 25.2% 41.8% 54.8% 64.7% 72.6% 78.8% 83.5% 87.2% 90.0% 92.2%
Undercut Shuffle 26.1% 41.4% 53.6% 63.5% 71.0% 77.2% 82.0% 85.8% 88.9% 91.1%
Standard Riffle 24.1% 40.1% 52.9% 62.9% 70.7% 76.9% 81.8% 85.5% 88.5% 91.0%
Tilt Shuffle 23.6% 39.3% 51.7% 61.6% 69.6% 75.7% 80.6% 84.5% 87.7% 90.3%
Carousel Shuffle 24.7% 39.5% 51.4% 61.1% 68.8% 74.9% 80.0% 83.9% 86.9% 89.7%
Strip Shuffle 21.5% 24.4% 34.6% 38.4% 45.9% 49.4% 55.3% 58.7% 63.1% 65.8%
Results — Skip-Bo 60-card deck
Method 1 2 3 4 5 6 7 8 9 10
Center Load + Strip 33.3% 50.3% 63.0% 71.8% 78.1% 82.6% 85.8% 87.9% 89.4% 90.7%
Strip + Riffle Combo 31.0% 47.1% 59.9% 68.7% 75.2% 79.9% 83.5% 86.1% 88.0% 89.5%
Center Load Shuffle 25.0% 41.1% 53.0% 62.1% 68.9% 74.5% 78.6% 81.9% 84.6% 86.5%
Heart Cut Shuffle 22.6% 37.4% 49.2% 58.2% 65.5% 71.2% 75.6% 79.2% 82.2% 84.4%
Undercut Shuffle 23.1% 37.3% 48.8% 57.7% 65.0% 70.8% 75.2% 79.0% 81.8% 84.0%
Standard Riffle 21.6% 36.2% 48.1% 57.3% 64.7% 70.3% 75.0% 78.6% 81.5% 84.0%
Tilt Shuffle 21.1% 35.5% 47.0% 56.2% 63.6% 69.3% 74.0% 77.8% 80.9% 83.3%
Carousel Shuffle 22.1% 35.7% 47.0% 56.1% 63.2% 69.1% 73.8% 77.7% 80.7% 83.2%
Strip Shuffle 18.3% 20.6% 29.4% 32.8% 39.4% 42.6% 47.7% 50.7% 54.7% 57.5%
What it means
All the single-action riffle-based methods — Standard, Tilt, Undercut, Heart Cut, Carousel, Center Load — cluster within a few percentage points of each other on both decks. This confirms that how you cut the deck before riffling barely matters. What actually drives randomness is the messiness of the interleave itself: irregular clump sizes falling from each hand, not which packet ends up where.
Center Load Shuffle is the best single-action method. The restack takes one extra step before the riffle, and it consistently scores a few points higher than every other single-action method across every round count on both decks. At seven shuffles on a standard deck it sits at 86.2% — about four points ahead of a plain riffle. If you are sitting at a table and want to shuffle well without thinking about it, this is the move.
The combo methods — Center Load + Strip Combo and Strip + Riffle Combo — clearly outperform every single-action method, but that is partly explained by each "round" actually being two physical shuffles, not one. Center Load + Strip Combo reaches 98.0% of fully random on a standard deck by round 10 and tops the Skip-Bo rankings too. If you are willing to spend the time, it is the ceiling.
Strip Shuffle alone is the clear loser on both decks. It never interleaves cards, so it plateaus far below the others and tops out at only 65.8% after ten rounds on a standard deck. It is only useful as a supplement between riffles, not a replacement.
Reproducing this
All nine shuffle scripts are attached below, plus CompareShuffleResults.py, which scans a folder for the resulting *_shuffle_results.json files, prints the comparison tables above, and generates the charts shown in this post. Each script is self-contained — run it, then run the comparison script in the same folder.
The randomness metric used throughout is rising sequences: a count of how many consecutive card pairs are still in ascending original order. A fresh ordered deck scores 1; a fully random deck averages (n+1)/2. The percentage figures in the tables are each method's average rising-sequence count divided by that target.
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