This post will cover the details of the different types of settings in advanced. When choosing a setting its not just about ROI. So hopefully after reading this you will understand it better.
Here are a Few Tips Before we go into more detail for each bot type
More Safety orders = More money distributed to each safety order, so your total volume is very spread out
Too little safety orders = too big gaps between the safety orders, or not enough coverage.
RC% is very important still, but achieving this is very costly and really lowers the ROI and profit potential, because you can only run less bots.
Trying to achieve Best RC% just costs way too much, so trying to balance out a setting is very important
Front loaded settings are where the Base order is way bigger than the safety order.
This works well in a bullish coin/market, but it really suffers if you get any decent sized correction and leave you with a huge Red bag that needs a very high Required change %.
Be careful with these type settings, and know when you can run these type settings. There's no such thing as a safe Front loaded setting.
Back loaded settings are usually where your funds get added more as you drop deeper, the majority of bots seems to prefer to adopt this strategy to help average down better.
Aggressive Setting is when you try to use a setting, but ramp up the base order and safety order, to try increase ROI, you need to be careful as this also increases the bot costs, and makes rescuing red bags via add funds very expensive if the bot costs too much
Balanced Setting - Quite evenly distributed safety orders at a fixed deviation drop, so for example TA Standards adds a safety order exactly every 2% the price drops.
Step Scale 1.0, price deviations are equally distributed over a fixed deviation (SOS).
Example of balanced bot settings: TA Standard, TA Standard 2.5, TA2
TA Safer, TA Aggressive are kind of balance settings, but more in the category of Cheap bot Settings. Because they costs less and suitable for smaller bankroll.
TA Standard - Min settings Take profit 1.5% in this example, but can be used at 1.0%-2.0%
TP: 1.5%, BO: 10.0 USDT, SO: 20.0 USDT, OS: 1.05, SS: 1.0, MAD: 10, SOS: 2.0, MSTC: 30, SDSP: 1
Min Cost 1.3k per bot, Good 60% coverage, Very even safety order gaps, The volume is increased per safety order by small amounts, so you make more money as you drop and fill more safety orders
Pros
Safety Orders Are evenly distributed, Averages down evenly as you drop
Safer setting and good for beginner
Suitable for most Market conditions apart from any crazy drop.
Cons
Makes very little i terms of ROI, and needs to actually fill safety orders to see a bigger profit.
Most people are not happy with the small gains, even if you push the bot costs up to 2.5k per bot, its still very little
Required Change % can be lower as you drop deeper, but that exponentially increases bot costs which is why the settings are already tweaked well and practically you cannot reduce the RC% without costing more
To counter this low ROI, some people run at 150-200% risk when the market is bullish and looks safe, but timing the market and de-risking back down to 100% is important.
On drops, you can most likely still get away with 125% risks, as long as there's volatility and good recovery bounces. But this risk needs to be understood before attempting it
Will struggle with slow bleeding markets that have no volatility.
Now onto the Table View of the TA Settings, I've colour coded the Required change % column where I think it starts to worsen, and where it does well.
If you need to understand the table view, this is very important to master and you can watch the video I made to really understand what each setting does and how to properly make use of it.
Video link is
https://www.youtube.com/watch?v=JHUZhT0ecr0
Below is a table view of the TA standard using the cheapest Bot costs. This means the cheapest you can run this setting is $1.3k
Where I'm not so comfortable with is when we get a 46% drop onwards, if you had spare funds, this isn't too bad to consider manually adding more to help with the RC%,
but it depends on your risk, bankroll, and how many coins u run etc. It's more advanced, but its also ok to let it do its thing and consider what to do at you reach the 30/30 Safety Orders.
Now Look at the Expected profits column in the table view above. The profit gains for closing deals is very low! To actually gain more, you need to fill quite a few safety orders to see bigger profits. So for example on if you end up filling 20 Safety orders, it means your priced dropped by 40%, your actual profit before fees is only roughly $10.09. So you need a very volatile market to see tons and tons of small wins to make a decent profit. Or you would need to increase the base order and safety order to make more.
So lets do an example of the same setting but costing $2.5k. To achieve this, We need to increase base order to $19 and safety order to $38 to make the bot costs $2545.21
Just raising the costs of the bot doesn't change the actual Required change %. So really what's important is the Total volume as you fill safety orders, and what the Estimate Profit is for sizing up. So spend some time to look at the expected profit column for both Tables. Its an improvement, but not that much. But this is an example of how to size up or compound your profits, when you slowly increase the costs of a bot.
So now back to the two tips I mentioned at the start:
More Safety orders = More money distributed to each safety order, so your total volume is very spread out
Too little safety orders = too big gaps between the safety orders, or not enough coverage.
The balanced TA Standard has a lot of safety orders. And tried to average down evenly but because the volume is spread out, your profits are only bigger if we keep filling loads of safety orders, or have loads and loads of small gains. Otherwise gains are small, and why others opt for a riskier Mars/Urma/Kiri type setting.
Aggressive Balanced Setting
Alternative balance setting but more aggressive and less coverage. A TA Lite setting. By reducing the safety orders to 42% (knowing the limitations of not covering big drops), and sizing up, we can turn a setting into an aggressive one. Currently not that popular but can be considered.
Here is the Table view of a TA Lite costing $2.5k to see what kind of profits we can get:
By doing this we squeeze out more potential profit and increase the ROI, don't focus on anything else apart from the Total Volume and Expected Profit column. Required change % is literally the same as a TA Standard. Hope you can see how much extra profit you can make doing it this way.
Pros
Turn it aggressive into a 2.5k bot (basically skimping on the settings to make it aggressive) and gives similar ROI to Mars
Still have the balanced safety order gaps, profit is a bit better
Cons
Problem is you cannot afford to run this overextended (above 100%)Balanced safety orders, and profits are still kind of slightly skewed to the end more
If Market dips, and you really do need that 60% coverage, you need to reserve quite a bit more funds. See The continued Table below. You end up needing 4687-2536 = 2.1k reserved per bot!
So that's almost the same amount as the bot costs of 2.5k. Not taking this into account, any sudden drop, you will run out of funds and not have enough to continue averaging down
Are you really going to run at 50% risks and have those spare funds sitting doing nothing? It needs to be thought about if you do decide to do something that's not fully covered for a 60% drop
ROI of a Balanced Setting.
A safe balanced settings we already have a feeling the ROI will be low, and these paper test screenshot examples show exactly why a safer costly setting makes less.
These screenshots are just taken from my paper trade v5, focus on the yellow highlighted.
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