# DataScientist
<a name="DataScientist"></a>

**Description**: Grants permissions to AWS data analytics services.

`DataScientist` is an [AWS managed policy](https://docs.aws.amazon.com/IAM/latest/UserGuide/access_policies_managed-vs-inline.html#aws-managed-policies).

## Using this policy
<a name="DataScientist-how-to-use"></a>

You can attach `DataScientist` to your users, groups, and roles.

## Policy details
<a name="DataScientist-details"></a>
+ **Type**: Job function policy 
+ **Creation time**: November 10, 2016, 17:28 UTC 
+ **Edited time:** December 03, 2019, 16:48 UTC
+ **ARN**: `arn:aws:iam::aws:policy/job-function/DataScientist`

## Policy version
<a name="DataScientist-version"></a>

**Policy version:** v5 (default)

The policy's default version is the version that defines the permissions for the policy. When a user or role with the policy makes a request to access an AWS resource, AWS checks the default version of the policy to determine whether to allow the request. 

## JSON policy document
<a name="DataScientist-json"></a>

```
{
  "Version" : "2012-10-17",
  "Statement" : [
    {
      "Action" : [
        "autoscaling:*",
        "cloudwatch:*",
        "cloudformation:CreateStack",
        "cloudformation:DescribeStackEvents",
        "datapipeline:Describe*",
        "datapipeline:ListPipelines",
        "datapipeline:GetPipelineDefinition",
        "datapipeline:QueryObjects",
        "dynamodb:*",
        "ec2:CancelSpotInstanceRequests",
        "ec2:CancelSpotFleetRequests",
        "ec2:CreateTags",
        "ec2:DeleteTags",
        "ec2:Describe*",
        "ec2:ModifyImageAttribute",
        "ec2:ModifyInstanceAttribute",
        "ec2:ModifySpotFleetRequest",
        "ec2:RequestSpotInstances",
        "ec2:RequestSpotFleet",
        "elasticfilesystem:*",
        "elasticmapreduce:*",
        "es:*",
        "firehose:*",
        "fsx:DescribeFileSystems",
        "iam:GetInstanceProfile",
        "iam:GetRole",
        "iam:GetPolicy",
        "iam:GetPolicyVersion",
        "iam:ListRoles",
        "kinesis:*",
        "kms:List*",
        "lambda:Create*",
        "lambda:Delete*",
        "lambda:Get*",
        "lambda:InvokeFunction",
        "lambda:PublishVersion",
        "lambda:Update*",
        "lambda:List*",
        "machinelearning:*",
        "sdb:*",
        "rds:*",
        "sns:ListSubscriptions",
        "sns:ListTopics",
        "logs:DescribeLogStreams",
        "logs:GetLogEvents",
        "redshift:*",
        "s3:CreateBucket",
        "sns:CreateTopic",
        "sns:Get*",
        "sns:List*"
      ],
      "Effect" : "Allow",
      "Resource" : "*"
    },
    {
      "Effect" : "Allow",
      "Action" : [
        "s3:Abort*",
        "s3:DeleteObject",
        "s3:Get*",
        "s3:List*",
        "s3:PutAccelerateConfiguration",
        "s3:PutBucketCors",
        "s3:PutBucketLogging",
        "s3:PutBucketNotification",
        "s3:PutBucketTagging",
        "s3:PutObject",
        "s3:Replicate*",
        "s3:RestoreObject"
      ],
      "Resource" : [
        "*"
      ]
    },
    {
      "Effect" : "Allow",
      "Action" : [
        "ec2:RunInstances",
        "ec2:TerminateInstances"
      ],
      "Resource" : [
        "*"
      ]
    },
    {
      "Effect" : "Allow",
      "Action" : [
        "iam:PassRole"
      ],
      "Resource" : [
        "arn:aws:iam::*:role/DataPipelineDefaultRole",
        "arn:aws:iam::*:role/DataPipelineDefaultResourceRole",
        "arn:aws:iam::*:role/EMR_EC2_DefaultRole",
        "arn:aws:iam::*:role/EMR_DefaultRole",
        "arn:aws:iam::*:role/kinesis-*"
      ]
    },
    {
      "Effect" : "Allow",
      "Action" : [
        "iam:PassRole"
      ],
      "Resource" : "*",
      "Condition" : {
        "StringEquals" : {
          "iam:PassedToService" : "sagemaker.amazonaws.com"
        }
      }
    },
    {
      "Effect" : "Allow",
      "Action" : [
        "sagemaker:*"
      ],
      "NotResource" : [
        "arn:aws:sagemaker:*:*:domain/*",
        "arn:aws:sagemaker:*:*:user-profile/*",
        "arn:aws:sagemaker:*:*:app/*",
        "arn:aws:sagemaker:*:*:flow-definition/*"
      ]
    },
    {
      "Effect" : "Allow",
      "Action" : [
        "sagemaker:CreatePresignedDomainUrl",
        "sagemaker:DescribeDomain",
        "sagemaker:ListDomains",
        "sagemaker:DescribeUserProfile",
        "sagemaker:ListUserProfiles",
        "sagemaker:*App",
        "sagemaker:ListApps"
      ],
      "Resource" : "*"
    },
    {
      "Effect" : "Allow",
      "Action" : [
        "sagemaker:*FlowDefinition",
        "sagemaker:*FlowDefinitions"
      ],
      "Resource" : "*",
      "Condition" : {
        "StringEqualsIfExists" : {
          "sagemaker:WorkteamType" : [
            "private-crowd",
            "vendor-crowd"
          ]
        }
      }
    }
  ]
}
```

## Learn more
<a name="DataScientist-learn-more"></a>
+ [Create a permission set using AWS managed policies in IAM Identity Center](https://docs.aws.amazon.com/singlesignon/latest/userguide/howtocreatepermissionset.html) 
+ [Adding and removing IAM identity permissions](https://docs.aws.amazon.com/IAM/latest/UserGuide/access_policies_manage-attach-detach.html) 
+ [Understand versioning for IAM policies](https://docs.aws.amazon.com//IAM/latest/UserGuide/access_policies_managed-versioning.html)
+ [Get started with AWS managed policies and move toward least-privilege permissions](https://docs.aws.amazon.com//IAM/latest/UserGuide/best-practices.html#bp-use-aws-defined-policies)