Getting Past the Hype Around Candlestick Patterns
Most people treat candlestick patterns like they're magic. They see a hammer on a chart and immediately think about buying. That's how you blow up an account. I've been looking at charts long enough to know that candlesticks alone don't pay the bills. What actually matters is understanding when a pattern has real probability behind it and when it's just noise on the screen. Stephen Bigalow understood this. He wasn't the guy who just collected patterns from Steve Nison's book and called it a system. Bigalow was one of the earlier analysts who tried to bridge traditional candlestick signals with the kind of price-action context that actually works in live markets. His work leaned heavily on confirmation, volume, and the broader trend structure. He wrote about this stuff in Technical Analysis Using Candlestick Patterns and in various articles for trading publications over the years.
High Profit Candlestick Patterns Stephen Bigalow
If you're searching for exactly that phrase, what you'll actually find is a body of work from Bigalow that emphasizes context over isolated signals. The high-profit patterns he talked about weren't the ones you see on the front page of every beginner's guide. They were the ones where candlestick signals aligned with support, resistance, moving average confluence, and volume spikes. Here's how to actually use that approach. Bigalow's approach can be broken down into a few practical steps. The first step is forgetting that a single candlestick pattern means anything on its own. The second step is learning to filter signals through the same conditions that institutional traders would look at. I keep a simple checklist on my desk. It's not glamorous. It says trend direction, key level proximity, volume confirmation, and candlestick pattern type. If a hammer forms in the middle of nowhere during a choppy range with below-average volume, it means nothing. I used to trade these setups blind until I lost about three thousand dollars on a streak of false hammers in a consolidating market. That was in 2008 or 2009, I don't remember exactly. After that, I started requiring a clear trend and a proximity to a meaningful level before I'd even look at the candlestick shape.
What Actually Works in Practice
Here are the patterns Bigalow emphasized and why they matter more than the rest. Engulfing patterns are the ones that get the most attention and for good reason. A bullish engulfing pattern at a well-defined support level with above-average volume on the engulfling bar has real predictive value. The key detail most people miss is the size of the prior candle. A small prior candle next to a large engulfling bar carries more weight than two candles that are roughly the same size. I once missed a move on a tech stock because I dismissed an engulfling pattern where the prior candle was already fairly large. The move went about eight percent in my favor over five days. That taught me to pay attention to the relative sizing. Hammer and hanging man patterns need the same level context. A hammer in a downtrend near a moving average or horizontal support is a potential reversal signal. The same pattern in an uptrend is a hanging man and a potential warning. The candle looks identical. The meaning is opposite. Bigalow stressed this distinction repeatedly because so many traders just look for the shape and ignore where it appears.
Get the Full Details

Shooting star and inverted hammer work the same way in reverse. A shooting star at resistance after an extended move is far more significant than the same pattern forming in the middle of a range. The long upper wick shows rejection. Whether that rejection matters depends entirely on what level it's rejecting from.
The Volume Connection Bigalow Cared About
Volume confirmation is where most retail traders fail with candlestick patterns. Bigalow was clear about this. A pattern without supporting volume is just a pretty shape. When I scan for setups now, I look for volume that's at least 20 to 30 percent above the recent average on the signal candle. This usually cuts the process down from an hour of chart scrolling to about fifteen minutes. I use a simple volume moving average overlay and flag bars that break above it along with a candlestick pattern. There's a specific problem I ran into with volume on lower float stocks. Sometimes the volume spike on a candlestick pattern isn't institutional money. It's a single large order or a news-driven pop that creates a distorted candle. I learned this the hard way with a small-cap biotech that printed a perfect bullish engulfing pattern on massive volume. The pattern held for about twelve minutes before giving back everything. Now I check the time and sales or trade tape for those large volume candles. If it's one or two prints, I skip the trade entirely. If it's distributed volume across many small prints, the signal is more credible.
How to Set Up a Simple Scanning Process
You don't need expensive software to apply this. I use free charting platforms and a basic screener. Here's what my setup looks like right now. I scan for stocks that are within five percent of a 50-day or 200-day moving average, or within five percent of a recent swing high or low. Then I filter for today's candlestick patterns. I only keep the ones with volume above the 20-day average. That's it. Most days I end up with between two and eight candidates. I spend maybe twenty minutes reviewing those manually, checking the broader structure, and marking entries. Bigalow recommended something similar in his writings. He argued that candlestick patterns are tools for identifying potential turning points, not standalone signals. The filtering is what separates a gambling habit from a trading edge.

The Limits Nobody Talks About
Let me be blunt about where this method fails. Candlestick patterns based on Bigalow's framework work best in trending markets with decent liquidity. They struggle in low-volume environments, over the weekend for crypto, and during major news events where price action is driven by fundamentals rather than technical structure. I've seen perfect engulfing patterns during earnings gaps where the candlestick itself tells you nothing about what happened in the after-hours session. Another limitation is timeframe dependency. A pattern on a five-minute chart has dramatically less reliability than the same pattern on a daily chart. Bigalow focused mostly on daily and weekly charts for this reason. If you're day trading, the signal-to-noise ratio works against you unless you're combining candlestick patterns with order flow data, which is a completely different skill set. If candlestick patterns feel too unreliable for your situation, consider pairing them with price action structures like break and retests of established ranges, or shift to a purely volume-profile-based approach. Those methods don't rely on candlestick shapes at all.
A Practical Example
Last month I tracked a setup that followed Bigalow's framework closely. A mid-cap industrial stock had pulled back to its 200-day moving average after a six-week decline. On the fourth touch of that moving average, it printed a bullish engulfing pattern. The prior day was a small red candle. The engulfling bar was nearly twice as large and closed near its high. Volume was about 40 percent above the 20-day average. I marked the entry just above the high of the engulfling bar with a stop below the low of the pattern. The stock moved up about nine percent over the next two weeks before consolidating. I took half off at five percent gain and let the rest run. That's exactly the kind of outcome that makes the filtering process worth the effort. The counterexample is easier to find than the winners. I skipped a setup last year on a consumer discretionary stock that had the same pattern structure but was sitting right at resistance instead of support. The engulfling pattern failed immediately and the stock dropped another six percent. That loss would have been real if I hadn't checked the context first.
Resources for Learning More
Bigalow's books are the primary source. Technical Analysis Using Candlestick Patterns is the main one. He also contributed to various technical analysis journals and wrote for Stocks & Commodities magazine over the years. Some of his older articles are available through archive sites or trading forums. I'd suggest focusing on the parts where he discusses confirmation and context rather than just the pattern definitions. The definitions are everywhere. The context stuff is harder to find and more valuable. If you want a structured course on this, Bigalow's materials aren't as widely distributed as some modern alternatives. But the principles he laid out are still sound and haven't changed because the market structure around candlestick patterns hasn't fundamentally shifted. What changes is how you apply them. The bottom line is that candlestick patterns work when you treat them as one input among several. Bigalow understood this better than most people writing about the topic today. His emphasis on volume, trend, and level alignment is still the most practical framework I've found for making candlestick patterns actually profitable rather than just visually interesting.
